一作ICML 2026Oral
CausalGame: Benchmarking Causal Thinking of LLM Agents in Games
Zhenhao Chen · Yongqiang Chen · Chenxi Liu · Junchi Yu · Xiangchen Song · Zijian Li · Jialin Li · Phil Torr · Bo Han · Kun Zhang
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Zhenhao Chen · Yongqiang Chen · Chenxi Liu · Junchi Yu · Xiangchen Song · Zijian Li · Jialin Li · Phil Torr · Bo Han · Kun Zhang
Jialin Li · Zhenhao Chen · Hanjun Luo · Hanan Salam
LLM-based agents can complete tasks correctly yet still frustrate users through poor interaction patterns, such as excessive confirmations, opaque reasoning, or misaligned pacing. Current benchmarks evaluate task accuracy but overlook how agents interact: whether they infer preferences from impli...