Paul E McNamara — accepted AI-conference papers

2025

LLM Strategic Reasoning: Agentic Study through Behavioral Game Theory

Jingru Jia, Zehua Yuan, Junhao Pan, Paul E McNamara, Deming Chen

NeurIPS 2025poster

What does it truly mean for a language model to “reason” strategically, and can scaling up alone guarantee intelligent, context-aware decisions? Strategic decision-making requires adaptive reasoning, where agents anticipate and respond to others’ actions under uncertainty. Yet, most evaluations of l…

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2024

Decision-Making Behavior Evaluation Framework for LLMs under Uncertain Context

Jingru Jia, Zehua Yuan, Junhao Pan, Paul E McNamara, Deming Chen

NeurIPS 2024poster

When making decisions under uncertainty, individuals often deviate from rational behavior, which can be evaluated across three dimensions: risk preference, probability weighting, and loss aversion. Given the widespread use of large language models (LLMs) in supporting decision-making processes, it i…

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