Apple Workshop on Machine Learning for Health: Modeling Access to Healthcare in Disease Phenotyping
AuthorsDr. Irene Chen (University of California, Berkeley)
Apple Workshop on Machine Learning for Health: Modeling Access to Healthcare in Disease Phenotyping
AuthorsDr. Irene Chen (University of California, Berkeley)
Shared Selective Persistent Memory for Agentic LLM Systems
September 16, 2026research area Speech and Natural Language Processing, research area Tools, Platforms, Frameworksconference EMNLP
Agentic LLM systems that generate code through multi-turn tool use face a fundamental context problem: each session starts from zero, discarding the configuration choices, domain constraints, data schemas, and tool-use patterns that made previous sessions productive. Naively persisting entire conversation histories is both token-inefficient and counterproductive—irrelevant context degrades generation quality. We introduce shared selective…
Glyph: A Multi-Strategy Agentic System for Column Description and Sensitivity-Ontology Tagging of Enterprise Data Catalogs
September 16, 2026research area Data Science and Annotation, research area Privacy
Enterprise data lakes accumulate tables faster than human stewards can document or classify them, leaving columns with missing descriptions and unassigned governance labels. This documentation debt undermines data discovery, access control, and regulatory compliance. We present Glyph, a production system that frames two coupled problems, column description generation and column type annotation for data classification, as cooperating LLM agents…