2 papers
cs.LG2026
Equilibrium Residuals Expose Three Regimes of Matrix-Game Strategic Reasoning in Language Models
Wenhua Nie, Binhan Luo, Zijie Meng +2
Large language models can score well on named game-theory benchmarks while failing on the same strategic computation once semantic cues are removed. We show this gap with procedura…
cs.LG2026
Identified-Set Geometry of Distributional Model Extraction under Top- Censored API Access
Wenhua Nie, ZiCheng Zhu, Jianan Wu +3
Modern LLM APIs often reveal only top- logit scores and censor the remaining vocabulary. We study the per-position distribution-recovery limits of this access model. For censori…