Explore advancements in
Machine Learning.

JavaScript is disabled.

Please enable JavaScript for full page functionality.

All research.

Streaming On-Device Detection of Device Directed Speech from Voice and Touch-Based Invocation
paperresearch area Methods and Algorithms, research area Speech and Natural Language Processingconference ICASSPPublished year 2022
AuthorsOggi Rudovic*, Akanksha Bindal*, Vineet Garg*, Pramod Simha*, Pranay Dighe, Sachin Kajarekar
Data Incubation - Synthesizing Missing Data for Handwriting Recognition
paperresearch area Methods and Algorithmsconference ICASSPPublished year 2022
AuthorsJen-Hao Rick Chang, Martin Bresler, Youssouf Chherawala, Adrien Delaye, Thomas Deselaers, Ryan Dixon, Oncel Tuzel
A Platform for Continuous Construction and Serving of Knowledge At Scale
paperresearch area Knowledge Bases and Search, research area Tools, Platforms, Frameworksconference SIGMODPublished year 2022
AuthorsIhab F. Ilyas, Theodoros Rekatsinas, Vishnu Konda, Jeffrey Pound, Xiaoguang Qi, Mohamed Soliman
Neo: Generalizing Confusion Matrix Visualization to Hierarchical and Multi-Output Labels
paperresearch area Data Science and Annotation, research area Human-Computer Interactionconference CHIPublished year 2022
In collaboration with University of Konstanz
AuthorsJochen Görtler, Fred Hohman, Dominik Moritz, Kanit Wongsuphasawat, Donghao Ren, Rahul Nair, Marc Kirchner, Kayur Patel
Low-Resource Adaptation of Open-Domain Generative Chatbots
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language Processingconference ACLPublished year 2022
In collaboration with Brown University
AuthorsGreyson Gerhard-Young*, Raviteja Anantha*, Srinivas Chappidi, Björn Hoffmeister
Vocal Effort Modeling in Neural TTS for Improving the Intelligibility of Synthetic Speech in Noise
paperresearch area Human-Computer Interaction, research area Speech and Natural Language ProcessingPublished year 2022
AuthorsTuomo Raitio, Petko Petkov, Jiangchuan Li, Muhammed Shifas, Andrea Davis, Yannis Stylianou
Differentiable K-Means Clustering Layer for Neural Network Compression
paperresearch area Methods and Algorithmsconference ICLRPublished year 2022
AuthorsMinsik Cho*, Keivan A. Vahid*, Saurabh Adya, Mohammad Rastegari
Enabling Hand Gesture Customization on Wrist-Worn Devices
paperresearch area Human-Computer Interactionconference CHIPublished year 2022
In collaboration with Carnegie Mellon University, University of Washington
AuthorsXuhai Xu, Jun Gong, Carolina Brum, Lilian Liang, Bongsoo Suh, Kumar Gupta, Yash Agarwal, Laurence Lindsey, Runchang Kang, Behrooz Shahsavari, Tu Nguyen, Heriberto Nieto, Scott E. Hudson, Charlie Maalouf, Seyed Mousavi, Gierad Laput
Learning Compressed Embeddings for On-Device Inference
paperresearch area Methods and Algorithmsconference MLSysPublished year 2022
AuthorsNiketan Pansare, Jay Katukuri, Aditya Arora, Frank Cipollone, Riyaaz Shaik, Noyan Tokgozoglu and Chandru Venkataraman
Neural Fisher Kernel: Low-rank Approximation and Knowledge Distillation
paperresearch area Methods and Algorithmsconference ICLRPublished year 2022
In collaboration with Université de Montréal
AuthorsRuixiang Zhang, Shuangfei Zhai, Etai Littwin, Josh Susskind

Streaming On-Device Detection of Device Directed Speech from Voice and Touch-Based Invocation
paperresearch area Methods and Algorithms, research area Speech and Natural Language Processingconference ICASSPPublished year 2022
AuthorsOggi Rudovic*, Akanksha Bindal*, Vineet Garg*, Pramod Simha*, Pranay Dighe, Sachin Kajarekar
Data Incubation - Synthesizing Missing Data for Handwriting Recognition
paperresearch area Methods and Algorithmsconference ICASSPPublished year 2022
AuthorsJen-Hao Rick Chang, Martin Bresler, Youssouf Chherawala, Adrien Delaye, Thomas Deselaers, Ryan Dixon, Oncel Tuzel
A Platform for Continuous Construction and Serving of Knowledge At Scale
paperresearch area Knowledge Bases and Search, research area Tools, Platforms, Frameworksconference SIGMODPublished year 2022
AuthorsIhab F. Ilyas, Theodoros Rekatsinas, Vishnu Konda, Jeffrey Pound, Xiaoguang Qi, Mohamed Soliman
Neo: Generalizing Confusion Matrix Visualization to Hierarchical and Multi-Output Labels
paperresearch area Data Science and Annotation, research area Human-Computer Interactionconference CHIPublished year 2022
In collaboration with University of Konstanz
AuthorsJochen Görtler, Fred Hohman, Dominik Moritz, Kanit Wongsuphasawat, Donghao Ren, Rahul Nair, Marc Kirchner, Kayur Patel
Low-Resource Adaptation of Open-Domain Generative Chatbots
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language Processingconference ACLPublished year 2022
In collaboration with Brown University
AuthorsGreyson Gerhard-Young*, Raviteja Anantha*, Srinivas Chappidi, Björn Hoffmeister
Vocal Effort Modeling in Neural TTS for Improving the Intelligibility of Synthetic Speech in Noise
paperresearch area Human-Computer Interaction, research area Speech and Natural Language ProcessingPublished year 2022
AuthorsTuomo Raitio, Petko Petkov, Jiangchuan Li, Muhammed Shifas, Andrea Davis, Yannis Stylianou
Differentiable K-Means Clustering Layer for Neural Network Compression
paperresearch area Methods and Algorithmsconference ICLRPublished year 2022
AuthorsMinsik Cho*, Keivan A. Vahid*, Saurabh Adya, Mohammad Rastegari
Enabling Hand Gesture Customization on Wrist-Worn Devices
paperresearch area Human-Computer Interactionconference CHIPublished year 2022
In collaboration with Carnegie Mellon University, University of Washington
AuthorsXuhai Xu, Jun Gong, Carolina Brum, Lilian Liang, Bongsoo Suh, Kumar Gupta, Yash Agarwal, Laurence Lindsey, Runchang Kang, Behrooz Shahsavari, Tu Nguyen, Heriberto Nieto, Scott E. Hudson, Charlie Maalouf, Seyed Mousavi, Gierad Laput
Learning Compressed Embeddings for On-Device Inference
paperresearch area Methods and Algorithmsconference MLSysPublished year 2022
AuthorsNiketan Pansare, Jay Katukuri, Aditya Arora, Frank Cipollone, Riyaaz Shaik, Noyan Tokgozoglu and Chandru Venkataraman
Neural Fisher Kernel: Low-rank Approximation and Knowledge Distillation
paperresearch area Methods and Algorithmsconference ICLRPublished year 2022
In collaboration with Université de Montréal
AuthorsRuixiang Zhang, Shuangfei Zhai, Etai Littwin, Josh Susskind
Towards Complete Icon Labeling in Mobile Applications
paperresearch area Accessibility, research area Human-Computer Interactionconference CHIPublished year 2022
AuthorsJieshan Chen, Amanda Swearngin, Jason Wu, Titus Barik, Jeffrey Nichols and Xiaoyi Zhang
Understanding Screen Relationships from Screenshots of Smartphone Applications
paperresearch area Human-Computer Interactionconference IUIPublished year 2022
AuthorsShirin Feiz, Jason Wu, Xiaoyi Zhang, Amanda Swearngin, Titus Barik, Jeffrey Nichols
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer
paperresearch area Computer Visionconference ICLRPublished year 2022
AuthorsSachin Mehta, Mohammad Rastegari
Synthetic Defect Generation for Display Front-of-Screen Quality Inspection: A Survey
paperresearch area Computer Visionconference SIDPublished year 2022
AuthorsShancong Mou, Meng Cao, Zhendong Hong, Ping Huang, Jiulong Shan, Jianjun Shi
Differential Secrecy for Distributed Data and Applications to Robust Differentially Secure Vector Summation
paperresearch area Methods and Algorithms, research area PrivacyPublished year 2022
AuthorsKunal Talwar
Information Gain Propagation: A New Way to Graph Active Learning with Soft Labels
paperresearch area Methods and Algorithmsconference ICLRPublished year 2022
AuthorsWentao Zhang, Yexin Wang, Zhenbang You, Meng Cao, Ping Huang, Jiulong Shan , Zhi Yang, Bin Cui
Can Open Domain Question Answering Models Answer Visual Knowledge Questions?
paperresearch area Speech and Natural Language ProcessingPublished year 2022
AuthorsJiawen Zhang, Abhijit Mishra, Avinesh P.V.S, Siddharth Patwardhan, Sachin Agarwal
Non-verbal Sound Detection for Disordered Speech
paperresearch area Accessibility, research area Speech and Natural Language Processingconference ICASSPPublished year 2022
AuthorsColin Lea, Zifang Huang, Dhruv Jain, Lauren Tooley, Zeinab Liaghat, Shrinath Thelapurath, Leah Findlater, Jeffrey P. Bigham
Symphony: Composing Interactive Interfaces for Machine Learning
paperresearch area Human-Computer Interaction, research area Tools, Platforms, Frameworksconference CHIPublished year 2022
In collaboration with Carnegie Mellon University, Ulm University
AuthorsAlex Bäuerle*, Ángel Alexander Cabrera*, Fred Hohman, Megan Maher, David Koski, Xavier Suau, Titus Barik, Dominik Moritz
Hierarchical Prosody Modeling and Control in Non-Autoregressive Parallel Neural TTS
paperresearch area Human-Computer Interaction, research area Speech and Natural Language Processingconference ICASSPPublished year 2022
AuthorsTuomo Raitio, Jiangchuan Li, Shreyas Seshadri
Element Level Differential Privacy: The Right Granularity of Privacy
paperresearch area PrivacyPublished year 2022
In collaboration with Stanford University
AuthorsHilal Asi, John Duchi, Omid Javidbakht
Learning Spatiotemporal Occupancy Grid Maps for Lifelong Navigation in Dynamic Scenes
paperresearch area Computer Visionconference ICRAPublished year 2022
In collaboration with University of Toronto
AuthorsHugues Thomas, Matthieu Gallet de Saint Aurin, Jian Zhang, Timothy D. Barfoot
Modeling the Impact of User Mobility on COVID-19 Infection Rates Over Time
articleresearch area Health, research area Methods and AlgorithmsPublished year 2022
Fast and Explicit Neural View Synthesis
paperresearch area Computer Vision, research area Methods and Algorithmsconference WACVPublished year 2022
AuthorsPengsheng Guo, Miguel Angel Bautista, Alex Colburn, Liang Yang, Daniel Ulbricht, Joshua M. Susskind, Qi Shan
Federated Evaluation and Tuning for On-Device Personalization: System Design & Applications
paperresearch area Methods and Algorithms, research area Tools, Platforms, FrameworksPublished year 2022
AuthorsMatthias Paulik, Matt Seigel, Henry Mason, Dominic Telaar, Joris Kluivers, Rogier van Dalen, Chi Wai Lau, Luke Carlson, Filip Granqvist, Chris Vandevelde, Sudeep Agarwal, Julien Freudiger, Andrew Byde, Abhishek Bhowmick, Gaurav Kapoor, Si Beaumont, Áine Cahill, Dominic Hughes, Omid Javidbakht, Fei Dong, Rehan Rishi, Stanley Hung
Lyric Document Embeddings for Music Tagging
paperresearch area Data Science and Annotation, research area Methods and AlgorithmsPublished year 2022
AuthorsMatt McVicar, Bruno Di Giorgi, Baris Dundar, Matthias Mauch
Acoustic Neighbor Embeddings
paperresearch area Methods and Algorithms, research area Speech and Natural Language ProcessingPublished year 2022
AuthorsWoojay Jeon
Model Stability with Continuous Data Updates
paperresearch area Methods and Algorithms, research area Speech and Natural Language ProcessingPublished year 2022
AuthorsHuiting Liu, Avinesh P.V.S, Siddharth Patwardhan, Peter Grasch, Sachin Agarwal
Reconstructing Training Data from Diverse ML Models by Ensemble Inversion
paperresearch area Computer Visionconference WACVPublished year 2022
AuthorsQian Wang, Daniel Kurz
Fair SA: Sensitivity Analysis for Fairness in Face Recognition
paperresearch area Computer Vision, research area Methods and Algorithmsconference NeurIPSPublished year 2021
AuthorsAparna R. Joshi, Xavier Suau, Nivedha Sivakumar, Luca Zappella, Nicholas Apostoloff
Learning Invariant Representations with Missing Data
paperresearch area Health, research area Methods and Algorithmsworkshop Workshop at NeurIPSPublished year 2021
In collaboration with New York University
AuthorsMark Goldstein, Jörn-Henrik Jacobsen, Olina Chau, Adriel Saporta, Aahlad Puli, Rajesh Ranganath, Andrew C. Miller
Interpretable Adaptive Optimization
articleresearch area Data Science and Annotation, research area Methods and AlgorithmsPublished year 2021
Robust Robotic Control from Pixels Using Contrastive Recurrent State-Space Models
paperresearch area Methods and Algorithmsworkshop Workshop at NeurIPSPublished year 2021
AuthorsNitish Srivastava, Walter Talbott, Martin Bertran Lopez, Shuangfei Zhai, Josh Susskind
Challenges of Adversarial Image Augmentations
paperresearch area Computer Vision, research area Methods and Algorithmsworkshop Workshop at NeurIPSPublished year 2021
AuthorsArno Blaas, Xavier Suau Cuadros, Jason Ramapuram, Luca Zappella, Nicholas Apostoloff
Self-supervised Semi-supervised Learning for Data Labeling and Quality Evaluation
paperresearch area Data Science and Annotation, research area Methods and Algorithmsworkshop Workshop at NeurIPSPublished year 2021
AuthorsHaoping Bai, Meng Cao, Ping Huang, Jiulong Shan
BatchQuant: Quantized-for-all Architecture Search with Robust Quantizer
paperresearch area Computer Vision, research area Methods and Algorithmsconference NeurIPSPublished year 2021
AuthorsHaoping Bai, Meng Cao, Ping Huang, Jiulong Shan
High Fidelity 3D Reconstructions with Limited Physical Views
paperresearch area Computer Visionconference 3DVPublished year 2021
In collaboration with Carnegie Mellon University
AuthorsMosam Dabhi, Chaoyang Wang, Kunal Saluja, Laszlo A. Jeni, Ian Fasel, Simon Lucey
ARKitScenes - A Diverse Real-World Dataset For 3D Indoor Scene Understanding Using Mobile RGB-D Data
paperresearch area Computer Visionconference NeurIPSPublished year 2021
AuthorsGilad Baruch, Zhuoyuan Chen, Afshin Dehghan, Tal Dimry, Yuri Feigin, Peter Fu, Thomas Gebauer, Brandon Joffe, Daniel Kurz, Arik Schwartz, Elad Shulman
Do Self-Supervised and Supervised Methods Learn Similar Visual Representations?
paperresearch area Computer Vision, research area Methods and Algorithmsworkshop Workshop at NeurIPSPublished year 2021
AuthorsTom George Grigg*, Dan Busbridge*, Jason Ramapuram, Russ Webb
Enforcing Fairness in Private Federated Learning via The Modified Method of Differential Multipliers
paperresearch area Methods and Algorithms, research area Privacyworkshop Workshop at NeurIPSPublished year 2021
AuthorsBorja Rodríguez-Gálvez, Filip Granqvist, Rogier van Dalen, Matt Seigel
Individual Privacy Accounting via a Renyi Filter
paperresearch area Privacyworkshop Workshop at NeurIPSPublished year 2021
AuthorsVitaly Feldman, Tijana Zrnic
Probabilistic Attention for Interactive Segmentation
paperresearch area Computer Vision, research area Data Science and Annotationconference NeurIPSPublished year 2021
AuthorsPrasad Gabbur, Manjot Bilkhu, Javier Movellan
RIM: Reliable Influence-based Active Learning on Graphs
paperresearch area Data Science and Annotation, research area Methods and Algorithmsconference NeurIPSPublished year 2021
AuthorsWentao Zhang, Yexin Wang, Zhenbang You, Meng Cao, Ping Huang, Jiulong Shan, Zhi Yang, Bin Cui
Stochastic Contrastive Learning
paperresearch area Computer Vision, research area Methods and Algorithmsworkshop Workshop at NeurIPSPublished year 2021
AuthorsJason Ramapuram*, Dan Busbridge*, Xavier Suau, Russ Webb
It’s Complicated: Characterizing The Time-varying Relationship Between Cell Phone Mobility and COVID-19 Spread in the US
paperresearch area Health, research area Methods and Algorithmsconference Nature Digital MedicinePublished year 2021
AuthorsSean Jewell, Joseph Futoma, Lauren Hannah, Andrew C. Miller, Nicholas J. Foti, Emily B. Fox
Plan-then-Generate: Controlled Data-to-Text
paperresearch area Speech and Natural Language Processingconference EMNLPPublished year 2021
In collaboration with University of Cambridge
AuthorsYixuan Su, David Vandyke, Sihui Wang, Yimai Fang, Nigel Collier
Randomized Controlled Trials without Data Retention
paperresearch area Data Science and Annotation, research area Privacyconference CODEPublished year 2021
AuthorsWinston Chou
Interdependent Variables: Remotely Designing Tactile Graphics for an Accessible Workflow
paperresearch area Accessibility, research area Human-Computer Interactionconference ASSETSPublished year 2021
AuthorsLilian de Greef, Dominik Moritz, Cynthia Bennett
Breiman's Two Cultures: You Don't Have to Choose Sides
paperresearch area Health, research area Methods and Algorithmsconference Observational StudiesPublished year 2021
AuthorsAndrew C. Miller, Nicholas J. Foti, Emily B. Fox
Cross-Domain Data Integration for Entity Disambiguation in Biomedical Text
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language Processingconference EMNLPPublished year 2021
In collaboration with Stanford University
AuthorsMaya Varma, Laurel Orr, Sen Wu, Megan Leszczynski, Xiao Ling and Christopher Ré
Evaluating the Fairness of Fine-Tuning Strategies in Self-Supervised Learning
paperresearch area Computer Vision, research area Methods and Algorithmsconference BayLearnPublished year 2021
AuthorsJason Ramapuram*, Dan Busbridge*, Russ Webb
Learning Compressible Subspaces for Adaptive Network Compression at Inference Time
paperresearch area Computer Vision, research area Methods and AlgorithmsPublished year 2021
AuthorsElvis Nunez*, Maxwell Horton*, Anurag Ranjan, Anish Prabhu, Ali Farhadi, Mohammad Rastegari
MMIU: Dataset for Visual Intent Understanding in Multimodal Assistants
paperresearch area Computer Vision, research area Speech and Natural Language Processingconference WeCNLPPublished year 2021
AuthorsAlkesh Patel, Joel Ruben Antony Moniz, Roman Nguyen, Nicholas Tzou, Hadas Kotek, Vincent Renkens
On-device Neural Speech Synthesis
paperresearch area Speech and Natural Language Processingconference ASRUPublished year 2021
AuthorsSivanand Achanta, Albert Antony, Ladan Golipour, Jiangchuan Li, Tuomo Raitio, Ramya Rasipuram, Francesco Rossi, Jennifer Shi, Jaimin Upadhyay, David Winarsky, Hepeng Zhang
On-device Panoptic Segmentation for Camera Using Transformers
articleresearch area Computer Vision, research area Methods and AlgorithmsPublished year 2021
Entity-Based Knowledge Conflicts in Question Answering
paperresearch area Speech and Natural Language Processingconference EMNLPPublished year 2021
AuthorsShayne Longpre, Kartik Perisetla, Anthony Chen, Nikhil Ramesh, Chris DuBois, Sameer Singh
Finding Experts in Transformer Models
paperresearch area Methods and Algorithms, research area Speech and Natural Language Processingconference BayLearnPublished year 2021
AuthorsXavier Suau, Luca Zappella, Nicholas Apostoloff
DeepPRO: Deep Partial Point Cloud Registration of Objects
paperresearch area Computer Vision, research area Methods and Algorithmsconference ICCVPublished year 2021
AuthorsDonghoon Lee, Onur C. Hamsici, Steven Feng, Prachee Sharma, Thorsten Gernoth
Using Pause Information for More Accurate Entity Recognition
paperresearch area Speech and Natural Language Processingworkshop Workshop at EMNLPPublished year 2021
AuthorsSahas Dendukuri, Pooja Chitkara, Joel Ruben Antony Moniz, Xiao Yang, Manos Tsagkias, Stephen Pulman
Conditional Generation of Synthetic Geospatial Images from Pixel-Level and Feature-Level Inputs
paperresearch area Computer Visionconference BayLearnPublished year 2021
AuthorsXuerong Xiao, Swetava Ganguli, Vipul Pandey
Multi-task Learning with Cross Attention for Keyword Spotting
paperresearch area Speech and Natural Language Processingconference ASRUPublished year 2021
AuthorsTakuya Higuchi, Anmol Gupta, Chandra Dhir
Screen Parsing: Towards Reverse Engineering of UI Models from Screenshots
paperresearch area Accessibility, research area Human-Computer Interactionconference UISTPublished year 2021
AuthorsJason Wu, Xiaoyi Zhang, Jeff Nichols, Jeffrey P. Bigham
Self-Supervised Learning of Lidar Segmentation for Autonomous Indoor Navigation
paperresearch area Computer Visionconference ICRAPublished year 2021
In collaboration with University of Toronto
AuthorsHugues Thomas, Ben Agro, Mona Gridseth, Jian Zhang, Timothy D. Barfoot
A Survey on Privacy from Statistical, Information and Estimation-Theoretic Views
paperresearch area Privacyconference IEEE BITS the Information Theory MagazinePublished year 2021
In collaboration with Duke University, Harvard University
AuthorsHsiang Hsu, Natalia Lucienne Martinezgil, Martin Bertran, Guillermo Sapiro, Flavio Calmon
Improving Neural Network Subspaces
articleresearch area Methods and AlgorithmsPublished year 2021
Combining Speakers of Multiple Languages to Improve Quality of Neural Voices
paperresearch area Speech and Natural Language Processingconference SSWPublished year 2021
AuthorsJavier Latorre, Charlotte Bailleul, Tuuli Morrill, Alistair Conkie, Yannis Stylianou
Audiovisual Speech Synthesis using Tacotron2
paperresearch area Human-Computer Interaction, research area Speech and Natural Language Processingconference ICMIPublished year 2021
AuthorsAhmed Hussen Abdelaziz*, Anushree Prasanna Kumar*, Chloe Seivwright, Gabriele Fanelli, Justin Binder, Yannis Stylianou, Sachin Kajarekar
User-Initiated Repetition-Based Recovery in Multi-Utterance Dialogue Systems
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2021
AuthorsHoang Long Nguyen, Vincent Renkens, Joris Pelemans, Srividya Pranavi Potharaju, Anil Kumar Nalamalapu, Murat Akbacak
DEXTER: Deep Encoding of External Knowledge for Named Entity Recognition in Virtual Assistants
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2021
AuthorsDeepak Muralidharan*, Joel Ruben Antony Moniz*, Weicheng Zhang, Stephen Pulman, Lin Li, Megan Barnes, Jingjing Pan, Jason Williams, Alex Acero
Managing ML Pipelines: Feature Stores and the Coming Wave of Embedding Ecosystems
paperresearch area Data Science and Annotation, research area Knowledge Bases and Searchconference VLDBPublished year 2021
AuthorsLaurel Orr, Atindriyo Sanyal, Xiao Ling, Karan Goel, Megan Leszczynski
Smooth Sequential Optimization with Delayed Feedback
paperresearch area Methods and Algorithmsworkshop Workshop at KDDPublished year 2021
AuthorsSrivas Chennu, Jamie Martin, Puli Liyanagama, Phil Mohr
Learning to Generate Radiance Fields of Indoor Scenes
articleresearch area Computer Vision, research area Methods and AlgorithmsPublished year 2021
Estimating Respiratory Rate From Breath Audio Obtained Through Wearable Microphones
paperresearch area Health, research area Methods and Algorithmsconference EMBCPublished year 2021
AuthorsAgni Kumar, Vikramjit Mitra, Carolyn Oliver, Adeeti Ullal, Matt Biddulph, Irida Mance
Online Automatic Speech Recognition With Listen, Attend and Spell Model
paperresearch area Speech and Natural Language Processingconference IEEE Signal Processing LettersPublished year 2021
AuthorsRoger Hsiao, Dogan Can, Tim Ng, Ruchir Travadi, Arnab Ghoshal
Subject-Aware Contrastive Learning for Biosignals
paperresearch area Health, research area Methods and AlgorithmsPublished year 2021
AuthorsJoseph Y. Cheng, Hanlin Goh, Kaan Dogrusoz, Oncel Tuzel, Erdrin Azemi
Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene Understanding
paperresearch area Computer Visionconference ICCVPublished year 2021
AuthorsMike Roberts, Jason Ramapuram, Anurag Ranjan, Atulit Kumar, Miguel Angel Bautista, Nathan Paczan, Russ Webb, Joshua M. Susskind
Model-based Metrics: Sample-efficient Estimates of Predictive Model Subpopulation Performance
paperresearch area Health, research area Methods and Algorithmsconference MLHCPublished year 2021
AuthorsAndrew C. Miller, Leon A. Gatys, Joseph Futoma, Emily B. Fox
RetrievalFuse: Neural 3D Scene Reconstruction with a Database
paperresearch area Computer Vision, research area Methods and Algorithmsconference ICCVPublished year 2021
In collaboration with Technical University of Munich
AuthorsYawar Siddiqui, Justus Thies, Fangchang Ma, Qi Shan, Matthias Nießner, Angela Dai
Joint Learning of Portrait Intrinsic Decomposition and Relighting
paperresearch area Computer VisionPublished year 2021
AuthorsMona Zehni, Shaona Ghosh, Krishna Sridhar, Sethu Raman
Non-parametric Differentially Private Confidence Intervals for the Median
paperresearch area Methods and Algorithms, research area Privacyworkshop Workshop at ICMLPublished year 2021
In collaboration with Boston University, Harvard University, Institute for Employment Research, University of Maryland, University of Pennsylvania
AuthorsJoerg Drechsler, Ira Globus-Harris, Audra McMillan, Jayshree Sarathy, Adam Smith
Recognizing People in Photos Through Private On-Device Machine Learning
articleresearch area Computer Vision, research area PrivacyPublished year 2021
Unconstrained Scene Generation with Locally Conditioned Radiance Fields
paperresearch area Computer Visionworkshop Workshop at CVPRPublished year 2021
AuthorsTerrance DeVries, Miguel Angel Bautista, Nitish Srivastava, Graham W. Taylor, Joshua M. Susskind
Trinity: A No-Code AI platform for complex spatial datasets
paperresearch area Computer VisionPublished year 2021
AuthorsC. V. Krishnakumar Iyer, Feili Hou, Henry Wang, Yonghong Wang, Kay Oh, Swetava Ganguli, Vipul Pandey
A Simple and Nearly Optimal Analysis of Privacy Amplification by Shuffling
paperresearch area Methods and Algorithms, research area Privacyconference FOCSPublished year 2021
AuthorsVitaly Feldman, Audra McMillan, Kunal Talwar
When is Memorization of Irrelevant Training Data Necessary for High-Accuracy Learning?
paperresearch area Methods and Algorithms, research area Privacyworkshop Workshop at ICMLPublished year 2021
In collaboration with Boston University
AuthorsGavin R Brown, Mark Bun, Vitaly Feldman, Adam Smith, Kunal Talwar
Implicit Acceleration and Feature Learning in Infinitely Wide Neural Networks with Bottlenecks
paperresearch area Computer Vision, research area Methods and Algorithmsworkshop Workshop at ICMLPublished year 2021
AuthorsEtai Littwin, Omid Saremi, Shuangfei Zhai, Vimal Thilak, Hanlin Goh, Joshua M. Susskind, Greg Yang
A Discriminative Entity Aware Language Model for Virtual Assistants
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2021
AuthorsMandana Saebi, Ernie Pusateri, Aaksha Meghawat, Christophe Van Gysel
Analysis and Tuning of a Voice Assistant System for Dysfluent Speech
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2021
AuthorsVikramjit Mitra, Zifang Huang, Colin Lea, Lauren Tooley, Panayiotis Georgiou, Sachin Kajarekar, Jefferey Bigham
Implicit Greedy Rank Learning in Autoencoders via Overparameterized Linear Networks
paperresearch area Computer Vision, research area Methods and Algorithmsworkshop Workshop at ICMLPublished year 2021
AuthorsShih-Yu Sun, Vimal Thilak, Etai Littwin, Omid Saremi, Joshua M. Susskind
Learning Neural Network Subspaces
paperresearch area Computer Vision, research area Data Science and Annotationconference ICMLPublished year 2021
AuthorsMitchell Wortsman, Maxwell Horton, Carlos Guestrin, Ali Farhadi, Mohammad Rastegari
Lossless Compression of Efficient Private Local Randomizers
paperresearch area Methods and Algorithms, research area Privacyconference ICMLPublished year 2021
AuthorsVitaly Feldman, Kunal Talwar
Private Adaptive Gradient Methods for Convex Optimization
paperresearch area Methods and Algorithms, research area Privacyconference ICMLPublished year 2021
AuthorsHilal Asi, John Duchi, Alireza Fallah, Omid Javidbakht, Kunal Talwar
Private Stochastic Convex Optimization: Optimal Rates in ℓ1 Geometry
paperresearch area Methods and Algorithms, research area Privacyconference ICMLPublished year 2021
AuthorsHilal Asi, Vitaly Feldman, Tomer Koren, Kunal Talwar
Streaming Transformer for Hardware Efficient Voice Trigger Detection and False Trigger Mitigation
paperresearch area Speech and Natural Language ProcessingPublished year 2021
AuthorsVineet Garg, Wonil Chang, Siddharth Sigtia, Saurabh Adya, Pramod Simha, Pranay Dighe, Chandra Dhir
Tensor Programs IIb: Architectural Universality of Neural Tangent Kernel Training Dynamics
paperresearch area Methods and AlgorithmsPublished year 2021
AuthorsEtai Littwin, Greg Yang
Uncertainty Weighted Actor-Critic for Offline Reinforcement Learning
paperresearch area Computer Vision, research area Methods and Algorithmsconference ICMLPublished year 2021
AuthorsYue Wu, Shuangfei Zhai, Nitish Srivastava, Josh Susskind, Jian Zhang, Ruslan Salakhutdinov, Hanlin Goh
Spatio-Temporal Context for Action Detection
paperresearch area Computer Visionworkshop Workshop at CVPRPublished year 2021
AuthorsManuel Sarmiento Calderó, David Varas, Elisenda Bou-Balust
Bootleg: Self-Supervision for Named Entity Disambiguation
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language Processingconference CIDRPublished year 2021
In collaboration with Stanford University
AuthorsLaurel Orr, Megan Leszczynski, Simran Arora, Sen Wu, Neel Guha, Xiao Ling, and Christopher Ré
Instance-Level Task Parameters: A Robust Multi-task Weighting Framework
paperresearch area Computer Visionworkshop Workshop at CVPRPublished year 2021
AuthorsPavan Kumar Anasosalu Vasu, Shreyas Saxena, Oncel Tuzel
MorphGAN: Controllable One-Shot Face Synthesis
paperresearch area Computer Vision, research area Human-Computer Interactionworkshop Workshop at CVPRPublished year 2021
In collaboration with Boston University
AuthorsNataniel Ruiz Gutierrez, Barry Theobald, Anurag Ranjan, Ahmed Hussen Abdelaziz, Nick Apostoloff
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLP
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language Processingconference ACLPublished year 2021
In collaboration with University of California, Irvine
AuthorsAnthony Chen, Pallavi Gudipati, Shayne Longpre, Xiao Ling, Sameer Singh
HDR Environment Map Estimation for Real-Time Augmented Reality
paperresearch area Computer Visionconference CVPRPublished year 2021
AuthorsGowri Somanath, Daniel Kurz
Extracurricular Learning: Knowledge Transfer Beyond Empirical Distribution
paperresearch area Computer Visionworkshop Workshop at CVPRPublished year 2021
AuthorsHadi Pouransari, Mojan Javaheripi, Vinay Sharma, Oncel Tuzel
Layer-Wise Data-Free CNN Compression
paperresearch area Computer VisionPublished year 2021
AuthorsMaxwell Horton, Yanzi Jin, Ali Farhadi, Mohammad Rastegari
Learning to Optimize Black-Box Evaluation Metrics
paperresearch area Computer Vision, research area Methods and Algorithmsconference CVPRPublished year 2021
AuthorsChen Huang, Shuangfei Zhai, Pengsheng Guo, Josh Susskind
On the Role of Visual Cues in Audiovisual Speech Enhancement
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2021
AuthorsZakaria Aldeneh, Anushree Prasanna Kumar, Barry-John Theobald, Erik Marchi, Sachin Kajarekar, Devang Naik, Ahmed Hussen Abdelaziz
An Attention Free Transformer
paperresearch area Computer Vision, research area Methods and AlgorithmsPublished year 2021
AuthorsShuangfei Zhai, Walter Talbott, Nitish Srivastava, Chen Huang, Hanlin Goh, Ruixiang Zhang, Josh Susskind
CREAD: Combined Resolution of Ellipses and Anaphora in Dialogues
paperresearch area Speech and Natural Language Processingconference NAACLPublished year 2021
AuthorsBo-Hsiang Tseng, Shruti Bhargava, Jiarui Lu, Joel Ruben Antony Moniz, Dhivya Piraviperumal, Lin Li, Hong Yu
Dynamic Curriculum Learning Via Data Parameters for Noise Robust Keyword Spotting
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2021
AuthorsTakuya Higuchi, Shreyas Saxena, Mehrez Souden, Tien Dung Tran, Masood Delfarah, Chandra Dhir
Error-driven Pruning of Language Models for Virtual Assistants
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2021
AuthorsSashank Gondala, Lyan Verwimp, Ernest Pusateri, Manos Tsagkias, Christophe Van Gysel
Knowledge Transfer for Efficient On-device False Trigger Mitigation
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2021
AuthorsPranay Dighe, Erik Marchi, Srikanth Vishnubhotla, Sachin Kajarekar, Devang Naik
Multimodal Punctuation Prediction with Contextual Dropout
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2021
AuthorsAndrew Silva, Barry-John Theobald, Nicholas Apostoloff
Noise-robust Named Entity Understanding for Virtual Assistants
paperresearch area Speech and Natural Language Processingconference NAACLPublished year 2021
AuthorsDeepak Muralidharan*, Joel Ruben Antony Moniz*, Sida Gao*, Xiao Yang*, Justine Kao, Stephen Pulman, Atish Kothari, Ray Shen, Yinying Pan, Vivek Kaul, Mubarak Seyed Ibrahim, Gang Xiang, Nan Dun, Yidan Zhou, Andy O, Yuan Zhang, Pooja Chitkara, Xuan Wang, Alkesh Patel, Kushal Tayal, Roger Zheng, Peter Grasch, Jason D. Williams, Lin Li
On the Transferability of Minimal Prediction Preserving Inputs in Question Answering
paperresearch area Speech and Natural Language Processingconference NAACLPublished year 2021
AuthorsShayne Longpre, Yi Lu, Christopher DuBois
Open-Domain Question Answering Goes Conversational via Question Rewriting
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language Processingconference NAACLPublished year 2021
AuthorsRaviteja Anantha*, Svitlana Vakulenko*, Zhucheng Tu, Shayne Longpre, Stephen Pulman, Srinivas Chappidi
Optimize What Matters: Training DNN-HMM Keyword Spotting Model Using End Metric
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2021
AuthorsAshish Shrivastava, Arnav Kundu, Chandra Dhir, Devang Naik, Oncel Tuzel
Progressive Voice Trigger Detection: Accuracy vs Latency
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2021
AuthorsSiddharth Sigtia, John Bridle, Hywel Richards, Pascal Clark, Erik Marchi, Vineet Garg
SapAugment: Learning A Sample Adaptive Policy for Data Augmentation
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2021
AuthorsTing-Yao Hu, Ashish Shrivastava, Jen-Hao Rick Chang, Hema Koppula, Stefan Braun, Kyuyeon Hwang, Ozlem Kalinli, Oncel Tuzel
Making Mobile Applications Accessible with Machine Learning
articleresearch area Accessibility, research area Human-Computer InteractionPublished year 2021
Video Frame Interpolation via Structure-Motion based Iterative Feature Fusion
paperresearch area Computer Vision, research area Methods and Algorithmsconference SIDPublished year 2021
In collaboration with Tsinghua University, University of Science and Technology Beijing
AuthorsXi Li, Meng Cao, Yingying Tang, Scott Johnston, Zhendong Hong, Huimin Ma, Jiulong Shan
When Can Accessibility Help? An Exploration of Accessibility Feature Recommendation on Mobile Devices
paperresearch area Accessibility, research area Human-Computer Interactionconference W4APublished year 2021
AuthorsJason Wu, Gabriel Reyes, Sam C. White, Xiaoyi Zhang, Jeffrey P. Bigham
Streaming Models for Joint Speech Recognition and Translation
paperresearch area Speech and Natural Language Processingconference EACLPublished year 2021
AuthorsOrion Weller, Matthias Sperber, Christian Gollan, Joris Kluivers
Neural Feature Selection for Learning to Rank
paperresearch area Knowledge Bases and Search, research area Methods and Algorithmsconference ECIRPublished year 2021
AuthorsAlberto Purpura, Karolina Buchner, Gianmaria Silvello, Gian Antonio Susto
Generating Natural Questions from Images for Multimodal Assistants
paperresearch area Computer Vision, research area Speech and Natural Language Processingconference ICASSPPublished year 2021
AuthorsAlkesh Patel, Akanksha Bindal, Hadas Kotek, Christopher Klein, Jason Williams
A Comparison of Question Rewriting Methods for Conversational Passage Retrieval
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language Processingconference ECIRPublished year 2021
In collaboration with University of Amsterdam
AuthorsSvitlana Vakulenko, Nikos Voskarides, Zhucheng Tu, Shayne Longpre
Screen Recognition: Creating Accessibility Metadata for Mobile Applications from Pixels
paperresearch area Accessibility, research area Human-Computer Interactionconference CHIPublished year 2021
AuthorsXiaoyi Zhang, Lilian de Greef, Amanda Swearngin, Samuel White, Kyle Murray, Lisa Yu, Qi Shan, Jeffrey Nichols, Jason Wu, Chris Fleizach, Aaron Everitt, Jeffrey P. Bigham
Set Distribution Networks: a Generative Model for Sets of Images
paperresearch area Computer Vision, research area Methods and AlgorithmsPublished year 2021
AuthorsShuangfei Zhai, Walter Talbott, Miguel Angel Bautista, Carlos Guestrin, Josh M. Susskind
Sep-28k: A Dataset for Stuttering Event Detection from Podcasts with People Who Stutter
paperresearch area Accessibility, research area Speech and Natural Language Processingconference ICASSPPublished year 2021
AuthorsColin Lea, Vikramjit Mitra, Aparna Joshi, Sachin Kajarekar, Jeffrey Bigham
Question Rewriting for End to End Conversational Question Answering
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language Processingconference WSDMPublished year 2021
AuthorsSvitlana Vakulenko, Shayne Longpre, Zhucheng Tu, Raviteja Anantha
Leveraging Query Resolution and Reading Comprehension for Conversational Passage Retrieval
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language Processingconference TRECPublished year 2021
In collaboration with University of Amsterdam
AuthorsSvitlana Vakulenko, Nikos Voskarides, Zhucheng Tu, Shayne Longpre
Learning Soft Labels via Meta Learning
paperresearch area Computer VisionPublished year 2021
AuthorsNidhi Vyas, Shreyas Saxena, Thomas Voice
Whispered and Lombard Neural Speech Synthesis
paperresearch area Human-Computer Interaction, research area Speech and Natural Language Processingconference SLTPublished year 2021
AuthorsQiong Hu, Tobias Bleisch, Petko Petkov, Tuomo Raitio, Erik Marchi, Varun Lakshminarasimhan
Frame-level SpecAugment for Deep Convolutional Neural Networks in Hybrid ASR Systems
paperresearch area Methods and Algorithms, research area Speech and Natural Language Processingconference SLTPublished year 2021
AuthorsXinwei Li, Yuanyuan Zhang, Xiaodan Zhuang, Daben Liu
Cinematic L1 Video Stabilization with a Log-Homography Model
paperresearch area Computer Vision, research area Methods and Algorithmsconference WACVPublished year 2020
AuthorsArwen Bradley, Jason Klivington, Joseph Triscari, Rudolph van der Merwe
On the Generalization of Learning-based 3D Reconstruction
paperresearch area Computer Vision, research area Methods and Algorithmsconference WACVPublished year 2020
AuthorsMiguel Angel Bautista, Walter Talbott, Shuangfei Zhai, Nitish Srivastava, Joshua M. Susskind
Improving Human-Labeled Data through Dynamic Automatic Conflict Resolution
paperresearch area Data Science and Annotation, research area Speech and Natural Language Processingconference COLINGPublished year 2020
AuthorsDavid Q. Sun, Hadas Kotek, Christopher Klein, Mayank Gupta, William Li, Jason D. Williams
What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation
paperresearch area Methods and Algorithmsconference NeurIPSPublished year 2020
AuthorsVitaly Feldman, Chiyuan Zhang
Collegial Ensembles
paperresearch area Methods and Algorithmsconference NeurIPSPublished year 2020
AuthorsEtai Littwin, Ben Myara, Sima Sabah, Joshua Susskind, Shuangfei Zhai, Oren Golan
Faster Differentially Private Samplers via Rényi Divergence Analysis of Discretized Langevin MCMC
paperresearch area Privacyconference NeurIPSPublished year 2020
AuthorsArun Ganesh, Kunal Talwar
On the Error Resistance of Hinge-Loss Minimization
paperresearch area Methods and Algorithmsconference NeurIPSPublished year 2020
AuthorsKunal Talwar
Representing and Denoising Wearable ECG Recordings
paperresearch area Healthworkshop Workshop at NeurIPSPublished year 2020
AuthorsJeffrey Chan, Andrew C. Miller, Emily B. Fox
Stability of Stochastic Gradient Descent on Nonsmooth Convex Losses
paperresearch area Methods and Algorithmsconference NeurIPSPublished year 2020
AuthorsRaef Bassily, Vitaly Feldman, Criztobal Guzman, Kunal Talwar
Stochastic Optimization with Laggard Data Pipelines
paperresearch area Methods and Algorithmsconference NeurIPSPublished year 2020
AuthorsNaman Agarwal, Rohan Anil, Tomer Koren, Kunal Talwar, Cyril Zhang
A Wrong Answer or a Wrong Question? An Intricate Relationship between Question Reformulation and Answer Selection in Conversational Question Answering
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language Processingworkshop Workshop at EMNLPPublished year 2020
AuthorsSvitlana Vakulenko, Shayne Longpre, Zhucheng Tu, Raviteja Anantha
Conversational Semantic Parsing for Dialog State Tracking
paperresearch area Methods and Algorithms, research area Speech and Natural Language Processingconference EMNLPPublished year 2020
AuthorsJianpeng Cheng, Devang Agrawal, Hector Martinez Alonso, Shruti Bhargava, Joris Driesen Federico Flego, Dain Kaplan, Dimitri Kartsaklis, Lin Li, Dhivya Piraviperumal, Jason D Williams, Hong Yu, Diarmuid O Seaghdha, Anders Johannsen
Efficient Inference For Neural Machine Translation
paperresearch area Methods and Algorithms, research area Speech and Natural Language Processingworkshop Workshop at EMNLPPublished year 2020
AuthorsYi-Te Hsu, Sarthak Garg, Yi-Hsiu Liao, Ilya Chatsviorkin
How Effective is Task-Agnostic Data Augmentation for Pre-trained Transformers?
paperresearch area Methods and Algorithms, research area Speech and Natural Language Processingconference EMNLPPublished year 2020
AuthorsShayne Longpre, Yu Wang, Christopher DuBois
Generating Synthetic Images by Combining Pixel-level and Feature-level Geospatial Conditional Inputs
paperresearch area Computer Visionconference ACM SIGSPATIALPublished year 2020
In collaboration with Stanford University
AuthorsXuerong Xiao, Swetava Ganguli, Vipul Pandey
Making Smartphone Augmented Reality Apps Accessible
paperresearch area Accessibility, research area Human-Computer Interactionconference ASSETSPublished year 2020
AuthorsJaylin Herskovitz, Jason Wu, Sam White, Amy Pavel, Anhong Guo, Gabriel Reyes, Jeffrey Bigham
mage: Fluid Moves Between Code and Graphical Work in Computational Notebooks
paperresearch area Human-Computer Interaction, research area Tools, Platforms, Frameworksconference UISTPublished year 2020
In collaboration with Carnegie Mellon University, Georgia Institute of Technology
AuthorsMary Beth Kery, Donghao Ren, Fred Hohman, Dominik Moritz, Kanit Wongsuphasawat, Kayur Patel
Rescribe: Authoring and Automatically Editing Audio Descriptions
paperresearch area Accessibility, research area Human-Computer Interactionconference UISTPublished year 2020
AuthorsAmy Pavel, Gabriel Reyes, Jeffrey Bigham
Class LM and Word Mapping for Contextual Biasing in End-to-End ASR
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2020
AuthorsRongqing Huang, Ossama Abdel-hamid, Xinwei Li, Gunnar Evermann
Complementary Language Model and Parallel Bi-LRNN for False Trigger Mitigation
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2020
AuthorsRishika Agarwal, Xiaochuan Niu, Pranay Dighe, Srikanth Vishnubhotla, Sameer Badaskar, Devang Naik
Controllable Neural Text-To-Speech Synthesis Using Intuitive Prosodic Features
paperresearch area Human-Computer Interaction, research area Speech and Natural Language Processingconference InterspeechPublished year 2020
AuthorsTuomo Raitio, Ramya Rasipuram, Dan Castellani
Hybrid Transformer and CTC Networks for Hardware Efficient Voice Triggering
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2020
AuthorsSaurabh Adya, Vineet Garg, Siddharth Sigtia, Pramod Simha, Chandra Dhir
Improving On-Device Speaker Verification Using Federated Learning With Privacy
paperresearch area Privacy, research area Speech and Natural Language Processingconference InterspeechPublished year 2020
AuthorsFilip Granqvist, Matt Seigel, Rogier van Dalen, Áine Cahill, Stephen Shum, Matthias Paulik
Stacked 1D Convolutional Networks for End-To-End Small Footprint Voice Trigger Detection
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2020
AuthorsTakuya Higuchi, Mohammad Ghasemzadeh, Kisun You, Chandra Dhir
Downbeat Tracking with Tempo-Invariant Convolutional Neural Networks
paperresearch area Methods and Algorithmsconference ISMIRPublished year 2020
AuthorsBruno Di Giorgi, Matthias Mauch, Mark Levy
Modality Dropout for Improved Performance-Driven Talking Faces
paperresearch area Human-Computer Interaction, research area Speech and Natural Language Processingconference ICMIPublished year 2020
AuthorsAhmed Hussen Abdelaziz, Barry-John Theobald, Paul Dixon, Reinhard Knothe, Nicholas Apostoloff, Sachin Kajareker
Enhanced Direct Delta Mush
paperresearch area Methods and Algorithmsconference SIGGRAPH AsiaPublished year 2020
AuthorsSerguei Kalentchouk, Michael Hutchinson, Deepak Tolani
Learning Insulin-Glucose Dynamics in the Wild
paperresearch area Healthconference MLHCPublished year 2020
AuthorsAndrew C. Miller, Nicholas J. Foti, Emily Fox
Double-talk Robust Multichannel Acoustic Echo Cancellation Using Least Squares MIMO Adaptive Filtering: Transversal, Array, and Lattice Forms
paperresearch area Methods and AlgorithmsPublished year 2020
AuthorsSarmad Malik, Jason Wung, Joshua Atkins, Devang Naik
MKQA: A Linguistically Diverse Benchmark for Multilingual Open Domain Question Answering
paperresearch area Knowledge Bases and Search, research area Speech and Natural Language ProcessingPublished year 2020
AuthorsShayne Longpre, Yi Lu, Joachim Daiber
Improving Discrete Latent Representations With Differentiable Approximation Bridges
paperresearch area Computer Vision, research area Methods and Algorithmsconference IJCNNPublished year 2020
In collaboration with University of Applied Sciences, Western Switzerland, University of Geneva
AuthorsJason Ramapuram, Russ Webb
AdaScale SGD: A User-Friendly Algorithm for Distributed Training
paperresearch area Methods and Algorithmsconference ICMLPublished year 2020
AuthorsTyler B. Johnson, Pulkit Agrawal, Haijie Gu, Carlos Guestrin
A Generative Model for Joint Natural Language Understanding and Generation
paperresearch area Speech and Natural Language Processingconference ACLPublished year 2020
AuthorsBo-Hsiang Tseng, Jianpeng Cheng, Yimai Fang, David Vandyke
Equivariant Neural Rendering
paperresearch area Computer Vision, research area Methods and Algorithmsconference ICMLPublished year 2020
AuthorsEmilien Dupont, Miguel Angel Bautista, Alex Colburn, Aditya Sankar, Carlos Guestrin, Josh Susskind, Qi Shan
Learning to Branch for Multi-Task Learning
paperresearch area Computer Vision, research area Methods and Algorithmsconference ICMLPublished year 2020
AuthorsPengsheng Guo, Chen-Yu Lee, Daniel Ulbricht
Variational Neural Machine Translation with Normalizing Flows
paperresearch area Speech and Natural Language Processingconference ACLPublished year 2020
AuthorsHendra Setiawan, Matthias Sperber, Udhay Nallasamy, Matthias Paulik
Predicting Entity Popularity to Improve Spoken Entity Recognition by Virtual Assistants
paperresearch area Speech and Natural Language Processingconference SIGIRPublished year 2020
AuthorsChristophe Van Gysel, Manos Tsagkias, Ernest Pusateri, Ilya Oparin
Robust Multichannel Linear Prediction for Online Speech Dereverberation Using Weighted Householder Least Squares Lattice Adaptive Filter
paperresearch area Methods and Algorithms, research area Speech and Natural Language ProcessingPublished year 2020
AuthorsJason Wung, Ante Jukić, Sarmad Malik, Mehrez Souden, Ramin Pichevar, Joshua Atkins, Devang Naik, Alex Acero
Scalable Multilingual Frontend for TTS
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2020
AuthorsAlistair Conkie, Andrew Finch
Generalized Reinforcement Meta Learning for Few-Shot Optimization
paperresearch area Methods and Algorithmsworkshop Workshop at ICMLPublished year 2020
AuthorsRaviteja Anantha, Stephen Pulman, Srinivas Chappidi
Learning to Rank Intents in Voice Assistants
paperresearch area Human-Computer Interaction, research area Speech and Natural Language Processingconference IWSDSPublished year 2020
AuthorsRaviteja Anantha, Srinivas Chappidi, Arash William Dawoodi
Detecting Emotion Primitives From Speech And Their Use In Discerning Categorical Emotions
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2020
AuthorsVasudha Kowtha, Vikramjit Mitra, Chris Bartels, Erik Marchi, Sue Booker, William Caruso, Sachin Kajarekar, Devang Naik
Lattice-based Improvements for Voice Triggering Using Graph Neural Networks
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2020
AuthorsPranay Dighe, Saurabh Adya, Nuoyu Li, Srikanth Vishnubhotla, Devang Naik, Adithya Sagar, Ying Ma, Stephen Pulman, Jason D. Williams
Automatic Class Discovery and One-Shot Interactions for Acoustic Activity Recognition
paperresearch area Accessibility, research area Human-Computer Interactionconference CHIPublished year 2020
In collaboration with Carnegie Mellon University
AuthorsJason Wu, Chris Harrison, Jeffrey P. Bigham, Gierad Laput
Tempura: Query Analysis with Structural Templates
paperresearch area Tools, Platforms, Frameworksconference CHIPublished year 2020
In collaboration with University of Washington
AuthorsTongshuang Wu, Kanit Wongsuphasawat, Donghao Ren, Kayur Patel, Chris DuBois
Understanding and Visualizing Data Iteration in Machine Learning
paperresearch area Human-Computer Interactionconference CHIPublished year 2020
In collaboration with Carnegie Mellon University, Georgia Institute of Technology
AuthorsFred Hohman, Kanit Wongsuphasawat, Mary Beth Kery, Kayur Patel
Multi-Task Learning for Voice Trigger Detection
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2020
AuthorsSiddharth Sigtia, Pascal Clark, Rob Haynes, Hywel Richards, John Bridle
Speech Translation and the End-to-End Promise: Taking Stock of Where We Are
paperresearch area Speech and Natural Language Processingconference ACLPublished year 2020
AuthorsMatthias Sperber, Matthias Paulik
Embedded Large-Scale Handwritten Chinese Character Recognition
paperresearch area Computer Vision, research area Speech and Natural Language Processingconference ICASSPPublished year 2020
AuthorsYoussouf Chherawala, Hans J. G. A. Dolfing, Ryan S. Dixon, Jerome R. Bellegarda
Generating Multilingual Voices Using Speaker Space Translation Based on Bilingual Speaker Data
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2020
In collaboration with City University of New York
AuthorsSoumi Maiti, Erik Marchi, Alistair Conkie
Leveraging GANs to Improve Continuous Path Keyboard Input Models
paperresearch area Human-Computer Interactionconference ICASSPPublished year 2020
AuthorsAkash Mehra, Jerome R. Bellegarda, Ojas Bapat, Partha Lal, Xin Wang
Least Squares Binary Quantization of Neural Networks
paperresearch area Methods and Algorithmsworkshop Workshop at CVPRPublished year 2020
AuthorsHadi Pouransari, Zhucheng Tu, Oncel Tuzel
Unsupervised Style and Content Separation by Minimizing Mutual Information for Speech Synthesis
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2020
In collaboration with Carnegie Mellon University
AuthorsTing-Yao Hu, Ashish Shrivastava, Oncel Tuzel, Chandra Dhir
SNDCNN: Self-Normalizing Deep CNNs With Scaled Exponential Linear Units For Speech Recognition
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2020
AuthorsZhen Huang, Tim Ng, Leo Liu, Henry Mason, Xiaodan Zhuang, Daben Liu
On Modeling ASR Word Confidence
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2020
AuthorsWoojay Jeon, Maxwell Jordan, Mahesh Krishnamoorthy
Capsules with Inverted Dot-Product Attention Routing
paperresearch area Methods and Algorithmsconference ICLRPublished year 2020
In collaboration with Carnegie Mellon University
AuthorsYao-Hung Hubert Tsai, Nitish Srivastava, Hanlin Goh, Ruslan Salakhutdinov
Improving Language Identification for Multilingual Speakers
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2020
In collaboration with Johns Hopkins University
AuthorsAndrew Titus, Jan Silovsky, Nanxin Chen, Roger Hsiao, Mary Young, Arnab Ghoshal
Multi-Task Learning for Speaker Verification and Voice Trigger Detection
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2020
AuthorsSiddharth Sigtia, Erik Marchi, Sachin Kajarekar, Devang Naik, John Bridle
Stochastic Weight Averaging in Parallel: Large-Batch Training that Generalizes Well
paperresearch area Methods and Algorithmsconference ICLRPublished year 2020
In collaboration with University of California, Berkeley
AuthorsVipul Gupta, Santiago Akle Serrano, Dennis DeCoste
Adversarial Fisher Vectors for Unsupervised Representation Learning
paperresearch area Methods and Algorithmsconference NeurIPSPublished year 2019
AuthorsShuangfei Zhai, Walter Talbott, Carlos Guestrin, Joshua M. Susskind
App Usage Predicts Cognitive Ability in Older Adults
paperresearch area Accessibility, research area Healthconference CHIPublished year 2019
In collaboration with Stanford University
AuthorsMitchell L. Gordon, Leon Gatys, Carlos Guestrin, Jeffrey P. Bigham, Andrew Trister, Kayur Patel
Filter Distillation for Network Compression
paperresearch area Methods and Algorithmsconference WACVPublished year 2019
AuthorsXavier Suau, Luca Zappella, Nicholas Apostoloff
Multiple Futures Prediction
paperresearch area Methods and Algorithmsconference NeurIPSPublished year 2019
AuthorsYichuan Charlie Tang, Ruslan Salakhutdinov
An Exploration of Data Augmentation and Sampling Techniques for Domain-Agnostic Question Answering
paperresearch area Speech and Natural Language Processingworkshop Workshop at EMNLPPublished year 2019
AuthorsShayne Longpre, Yi Lu, Zhucheng Tu, Chris DuBois
Data Parameters: A New Family of Parameters for Learning a Differentiable Curriculum
paperresearch area Data Science and Annotation, research area Methods and Algorithmsconference NeurIPSPublished year 2019
AuthorsShreyas Saxena, Oncel Tuzel, Dennis DeCoste
Nonlinear Conjugate Gradients For Scaling Synchronous Distributed DNN Training
paperresearch area Computer Visionconference NeurIPSPublished year 2019
AuthorsSaurabh Adya, Vinay Palakkode, Oncel Tuzel
Modeling Patterns of Smartphone Usage and their Relationship to Cognitive Health
paperresearch area Health, research area Human-Computer Interactionconference NeurIPSPublished year 2019
In collaboration with University of Tubingen
AuthorsJonas Rauber, Emily B. Fox, Leon A. Gatys
Worst Cases Policy Gradients
paperresearch area Methods and Algorithmsconference CoRLPublished year 2019
AuthorsYichuan Charlie Tang, Jian Zhang, Ruslan Salakhutdinov
Empirical Evaluation of Active Learning Techniques for Neural MT
paperresearch area Speech and Natural Language Processingconference EMNLPPublished year 2019
In collaboration with Carnegie Mellon University
AuthorsXiangkai Zeng, Sarthak Garg, Rajen Chatterjee, Udhyakumar Nallasamy, Matthias Paulik
Skip-Clip: Self-Supervised Spatiotemporal Representation Learning by Future Clip Order Ranking
paperresearch area Computer Visionworkshop Workshop at ICCVPublished year 2019
In collaboration with Canadian Institute for Advanced Research, University of Guelph, Vector Institute for Artificial Intelligence
AuthorsAlaaeldin El-Nouby, Shuangfei Zhai, Graham W. Taylor, Joshua M. Susskind
Single Training Dimension Selection for Word Embedding with PCA
paperresearch area Speech and Natural Language Processingconference EMNLPPublished year 2019
AuthorsYu Wang
Overton: A Data System for Monitoring and Improving Machine-Learned Products
paperresearch area Data Science and Annotation, research area Tools, Platforms, Frameworksconference CIDRPublished year 2019
AuthorsChristopher Ré, Feng Niu, Pallavi Gudipati, Charles Srisuwananukorn
Leveraging User Engagement Signals For Entity Labeling in a Virtual Assistant
paperresearch area Speech and Natural Language ProcessingPublished year 2019
AuthorsDeepak Muralidharan, Justine Kao, Xiao Yang, Lin Li, Lavanya Viswanathan, Mubarak Seyed Ibrahim, Kevin Luikens, Stephen Pulman, Ashish Garg, Atish Kothari, Jason Williams
Reverse Transfer Learning: Can Word Embeddings Trained for Different NLP Tasks Improve Neural Language Models?
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2019
In collaboration with KU Leuven
AuthorsLyan Verwimp, Jerome R. Bellegarda
Variational Saccading: Efficient Inference for Large Resolution Images
paperresearch area Computer Visionconference BMVCPublished year 2019
In collaboration with Geneva School of Business Administration, HES-SO, University of Geneva
AuthorsJason Ramapuram, Maurits Diephuis, Frantzeska Lavda, Russ Webb, Alexandros Kalousis
Jointly Learning to Align and Translate with Transformer Models
paperresearch area Speech and Natural Language Processingconference EMNLPPublished year 2019
AuthorsSarthak Garg, Stephan Peitz, Udhyakumar Nallasamy, Matthias Paulik
Connecting and Comparing Language Model Interpolation Techniques
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2019
AuthorsErnest Pusateri, Christophe Van Gysel, Rami Botros, Sameer Badaskar, Mirko Hannemann, Youssef Oualil, Ilya Oparin
Active Learning for Domain Classification in a Commercial Spoken Personal Assistant
paperresearch area Data Science and Annotation, research area Speech and Natural Language Processingconference InterspeechPublished year 2019
AuthorsXi C. Chen, Adithya Sagar, Justine T. Kao, Tony Y. Li, Christopher Klein, Stephen Pulman, Ashish Garg, Jason D. Williams
Coarse-to-fine Optimization for Speech Enhancement
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2019
AuthorsJian Yao, Ahmad Al-Dahle
Developing Measures of Cognitive Impairment in the Real World from Consumer-Grade Multimodal Sensor Streams
paperresearch area Healthconference KDDPublished year 2019
In collaboration with Eli Lilly and Company, Evidation Health
AuthorsRichard Chen, Filip Jankovic, Nikki Marinsek, Luca Foschini, Lampros Kourtis, Alessio Signorini, Melissa Pugh, Jie Shen, Roy Yaari, Vera Maljkovic, Marc Sunga, Han Hee Song, Hyun Joon Jung, Belle Tseng, Andrew Trister
Raise to Speak: An Accurate, Low-power Detector for Activating Voice Assistants on Smartwatches
paperresearch area Human-Computer Interactionconference KDDPublished year 2019
AuthorsShiwen Zhao, Brandt Westing, Shawn Scully, Heri Nieto, Roman Holenstein, Minwoo Jeong, Krishna Sridhar, Brandon Newendorp, Mike Bastian, Sethu Raman, Tim Paek, Kevin Lynch and Carlos Guestrin
Language Identification from Very Short Strings
articleresearch area Speech and Natural Language ProcessingPublished year 2019
AuthorsInput & Intelligence — Natural Language Processing Team
Learning Conditional Error Model for Simulated Time-Series Data
paperresearch area Methods and Algorithmsconference CVPRPublished year 2019
AuthorsAshish Shrivastava, Oncel Tuzel
Bridging the Domain Gap for Neural Models
articleresearch area Computer VisionPublished year 2019
Improving Knowledge Base Construction from Robust Infobox Extraction
paperresearch area Knowledge Bases and Searchconference NAACLPublished year 2019
In collaboration with Sentropy Technologies
AuthorsBoya Peng, Yejin Huh, Xiao Ling, Michele Banko
Protection Against Reconstruction and Its Applications in Private Federated Learning
paperresearch area PrivacyPublished year 2019
In collaboration with Stanford University
AuthorsAbhishek Bhowmick, John Duchi, Julien Freudiger, Gaurav Kapoor, Ryan Rogers
Data Platform for Machine Learning
paperresearch area Data Science and Annotationconference SIGMODPublished year 2019
AuthorsPulkit Agrawal, Rajat Arya, Aanchal Bindal, Sandeep Bhatia, Anupriya Gagneja, Joseph Godlewski, Yucheng Low, Timothy Muss, Mudit Manu Paliwal, Sethu Raman, Vishrut Shah, Bochao Shen, Laura Sugden, Kaiyu Zhao, Ming-Chuan Wu
Speaker-Independent Speech-Driven Visual Speech Synthesis using Domain-Adapted Acoustic Models
paperresearch area Speech and Natural Language Processingconference ICMLPublished year 2019
AuthorsAhmed Hussen Abdelaziz, Barry-John Theobald, Justin Binder, Gabriele Fanelli, Paul Dixon, Nicholas Apostoloff, Thibaut Weise, Sachin Kajareker
Addressing the Loss-Metric Mismatch with Adaptive Loss Alignment
paperresearch area Methods and Algorithmsconference ICMLPublished year 2019
AuthorsChen Huang, Shuangfei Zhai, Walter Talbott, Miguel Angel Bautista, Shih-Yu Sun, Carlos Guestrin, Joshua M. Susskind
Lower Bounds for Locally Private Estimation via Communication Complexity
paperresearch area Privacyconference COLTPublished year 2019
In collaboration with Stanford University
AuthorsJohn Duchi, Ryan Rogers
Exploring Retraining-free Speech Recognition for Intra-sentential Code-switching
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2019
In collaboration with Georgia Institute of Technology
AuthorsZhen Huang, Xiaodan Zhuang, Daben Liu, Xiaoqiang Xiao, Yuchen Zhang, Sabato Marco Siniscalchi
Parametric Cepstral Mean Normalization for Robust Speech Recognition
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2019
In collaboration with McGill University, Tencent AI Lab
AuthorsOzlem Kalinli, Gautam Bhattacharya, Chao Weng
Voice Trigger Detection from LVCSR Hypothesis Lattices Using Bidirectional Lattice Recurrent Neural Networks
paperresearch area Speech and Natural Language Processingconference ICASSPPublished year 2019
AuthorsWoojay Jeon, Leo Liu, Henry Mason
Neural Network-Based Modeling of Phonetic Durations
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2019
AuthorsXizi Wei, Melvyn Hunt, Adrian Skilling
Mirroring to Build Trust in Digital Assistants
paperresearch area Human-Computer Interactionconference InterspeechPublished year 2019
AuthorsKatherine Metcalf, Barry-John Theobald, Garrett Weinberg, Robert Lee, Ing-Marie Jonsson, Russ Webb, Nicholas Apostoloff
FoundationDB Record Layer: A Multi-Tenant Structured Datastore
paperresearch area Data Science and Annotationconference SIGMODPublished year 2019
AuthorsChristos Chrysafis, Ben Collins, Scott Dugas, Jay Dunkelberger, Moussa Ehsan, Scott Gray, Alec Grieser, Ori Herrnstadt, Kfir Lev-Ari, Tao Lin, Mike McMahon, Nicholas Schiefer, Alexander Shraer
Leveraging Acoustic Cues and Paralinguistic Embeddings to Detect Expression from Voice
paperresearch area Speech and Natural Language Processingconference InterspeechPublished year 2019
AuthorsVikramjit Mitra, Sue Booker, Erik Marchi, David Scott Farrar, Ute Dorothea Peitz, Bridget Cheng, Ermine Teves, Anuj Mehta, Devang Naik
Bandwidth Embeddings for Mixed-Bandwidth Speech Recognition
paperresearch area Privacy, research area Speech and Natural Language Processingconference InterspeechPublished year 2019
AuthorsGautam Mantena, Ozlem Kalinli, Ossama Abdel-Hamid, Don McAllaster
Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation
paperresearch area Methods and Algorithmsconference CVPRPublished year 2019
AuthorsChen-Yu Lee, Tanmay Batra, Mohammad Haris Baig, Daniel Ulbricht
Towards Learning Multi-Agent Negotiations via Self-Play
paperresearch area Computer Visionworkshop Workshop at ICCVPublished year 2019
AuthorsYichuan Charlie Tang
Optimizing Siri on HomePod in Far‑Field Settings
articleresearch area Speech and Natural Language ProcessingPublished year 2018
AuthorsAudio Software Engineering and Siri Speech Team
Can Global Semantic Context Improve Neural Language Models?
articleresearch area Speech and Natural Language ProcessingPublished year 2018
AuthorsFrameworks Natural Language Processing Team
A New Benchmark and Progress Toward Improved Weakly Supervised Learning
paperresearch area Methods and AlgorithmsPublished year 2018
In collaboration with University of Applied Sciences, Western Switzerland, University of Geneva
AuthorsJason Ramapuram, Russ Webb
Finding Local Destinations with Siri’s Regionally Specific Language Models for Speech Recognition
articleresearch area Speech and Natural Language ProcessingPublished year 2018
AuthorsSiri Speech Recognition Team
Personalized Hey Siri
articleresearch area Speech and Natural Language ProcessingPublished year 2018
AuthorsSiri Team
Structured Control Nets for Deep Reinforcement Learning
paperresearch area Computer Visionconference ICMLPublished year 2018
In collaboration with Carnegie Mellon University
AuthorsMario Srouji, Jian Zhang, Ruslan Salakhutdinov
Learning with Privacy at Scale
articleresearch area PrivacyPublished year 2017
AuthorsDifferential Privacy Team
An On-device Deep Neural Network for Face Detection
articleresearch area Computer Vision, research area Methods and AlgorithmsPublished year 2017
AuthorsComputer Vision Machine Learning Team
Hey Siri: An On-device DNN-powered Voice Trigger for Apple’s Personal Assistant
articleresearch area Speech and Natural Language ProcessingPublished year 2017
AuthorsSiri Team
Real-Time Recognition of Handwritten Chinese Characters Spanning a Large Inventory of 30,000 Characters
articleresearch area Computer VisionPublished year 2017
AuthorsHandwriting Recognition Team
Deep Learning for Siri’s Voice: On-device Deep Mixture Density Networks for Hybrid Unit Selection Synthesis
articleresearch area Speech and Natural Language ProcessingPublished year 2017
AuthorsSiri Team
Inverse Text Normalization as a Labeling Problem
articleresearch area Speech and Natural Language ProcessingPublished year 2017
AuthorsSiri Team
Improving Neural Network Acoustic Models by Cross-bandwidth and Cross-lingual Initialization
articleresearch area Speech and Natural Language ProcessingPublished year 2017
AuthorsSiri Team
Learning from Simulated and Unsupervised Images through Adversarial Training
paperresearch area Computer Visionconference CVPRPublished year 2017
AuthorsAshish Shrivastava, Tomas Pfister, Oncel Tuzel, Josh Susskind, Wenda Wang, Russ Webb
Improving the Realism of Synthetic Images
articleresearch area Computer VisionPublished year 2017

Explore advancements inMachine Learning.

JavaScript is disabled.

All research.

Explore advancements in
Machine Learning.