Machine Learning
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Modeling Speech Emotion With Label Variance and Analyzing Performance Across Speakers and Unseen Acoustic Conditions

content type paperresearch area Human-Computer Interaction, research area Speech and Natural Language Processingconference ICLRPublished year 2025
AuthorsVikramjit Mitra, Amrit Romana, Dung T. Tran, Erdrin Azemi
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Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization

content type paperresearch area Methods and Algorithms, research area Speech and Natural Language Processingconference NAACLPublished year 2025
AuthorsYen-Ju Lu, Ting-Yao Hu, Hema Swetha Koppula, Hadi Pouransari, Jen-Hao Rick Chang, Yin Xia, Xiang Kong, Qi Zhu, Simon Wang, Oncel Tuzel, Raviteja Vemulapalli
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Accelerating LLM Inference on NVIDIA GPUs with ReDrafter

Accelerating LLM inference is an important ML research problem, as auto-regressive token generation is computationally expensive and relatively slow, and improving inference efficiency can reduce latency for users. In addition to ongoing efforts to accelerate inference on Apple silicon, we have recently made significant progress in accelerating LLM inference for the NVIDIA GPUs widely used for production applications across the industry. Earlier…
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Apple Machine Learning Research at NeurIPS 2024

Apple researchers are advancing the field of ML through fundamental research that improves the world’s understanding of this technology and helps to redefine what is possible with it. This work may lead to advancements in Apple's products and services, and the benefits of the research extend beyond the Apple ecosystem as it is shared with the broader research community through publication, open source resources, and engagement at industry and…
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International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2025

Apple is sponsoring the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), which takes place in person from April 6 to 11 in Hyderabad, India. ICASSP is a conference in the field of signal processing and its applications. Below is the schedule of Apple-sponsored workshops and events at ICASSP 2025.

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Neural Information Processing Systems (NeurIPS) 2024

Apple is presenting new research at the annual conference on Neural Information Processing Systems (NeurIPS), which takes place in person in Vancouver, Canada, from December 10 - 15. We are proud to again sponsor the multi-track interdisciplinary conference, which brings together the scientific and industrial research communities surrounding Machine Learning. Below is an overview of Apple’s participation at NeurIPS 2024.

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