Theory of mind challenges for LLM Agent, NeurIPS’25
Rank secured: Global Rank 5
The Social Deduction Track challenges participants to build AI agents capable of playing hidden-role social deduction games, where success depends on reasoning under uncertainty, detecting deception, coordinating with allies, and persuading opponents. The competition tests whether AI systems can navigate complex human-like social dynamics — including bluffing, trust-building, and strategic communication — to accomplish team objectives in an interactive, multi-agent environment.
Participants: Himaanshu, Kishan, Utkarsh and Subhajit