3 papers
cs.CL2025
R-Debater: Retrieval-Augmented Debate Generation through Argumentative Memory
Maoyuan Li, Zhongsheng Wang, Haoyuan Li +1
We present R-Debater, an agentic framework for generating multi-turn debates built on argumentative memory. Grounded in rhetoric and memory studies, the system views debate as a pr…
cs.CL2025
Cognitive Alignment in Personality Reasoning: Leveraging Prototype Theory for MBTI Inference
Haoyuan Li, Yuanbo Tong, Yuchen Li +3
Personality recognition from text is typically cast as hard-label classification, which obscures the graded, prototype-like nature of human personality judgments. We present ProtoM…
cs.LG2025
Inferring Reward Machines and Transition Machines from Partially Observable Markov Decision Processes
Yuly Wu, Jiamou Liu, Libo Zhang
Partially Observable Markov Decision Processes (POMDPs) are fundamental to many real-world applications. Although reinforcement learning (RL) has shown success in fully observable…