2 citations · 3 across the 22 of their papers we have counts for
Showing 2026 · cs.AIShow all
3 papers · 2 filters
cs.AI2026
Beyond Instruction Following: Learning Grounded Skill-Following with Skill Contracts
Jianghan Shen, Zhenjie Liu, Yue Li +10
Instruction following typically enforces discrete, response-level requirements, whereas an expert-authored skill prescribes procedural requirements spanning multiple phases and env…
cs.AI2026
Evidence-Grounded AI for Musculoskeletal Care
Wenjie Li, Yujie Zhang, Fanrui Zhang +34
Musculoskeletal diseases are among the leading causes of disability and drive the greatest global need for rehabilitation. Because recovery, remodelling and degeneration of bones,…
cs.AI2026
A First-Principles Derivation of LLM Policy Optimization: From Expected Reward to GRPO and Its Structural Extensions
Jianghan Shen, Siqi Luo, Yue Li +9
Policy gradient algorithms for language models optimize the same objective , which has exactly two factors: the trajectory probability $p_θ(…