2 papers
cs.LG2026
Misaligned Clinical Risk Classification and Cost Asymmetry in Open-Weight Large Language Models
Star S. D. Liu, Xiyu Ding, Robert B. Barrett +3
How large language models (LLMs) integrate patient risk with clinical cost tradeoffs remains poorly understood. We investigated how four open-weight LLMs (Qwen-2.5-7B/32B and Llama…
cs.LG2024
Understanding Machine Learning Paradigms through the Lens of Statistical Thermodynamics: A tutorial
Star, Liu
This tutorial investigates the convergence of statistical mechanics and learning theory, elucidating the potential enhancements in machine learning methodologies through the integr…