4 papers
FTA-Mem: Fact-Time-Affect Anchored Memory for Low-Density Long-Term Dialogue
Chang Liu, Shuyi Zhang, Changsheng Ma +3
Long-term emotional-support agents require memory mechanisms for personalized understanding across sessions. However, emotional-support dialogue is often low-density: turns are inc…
When Clients Stop Following: A Cognitive Conceptualization Diagram-driven Framework for Strategic Counseling
Yihao Qin, Junyi Zhao, Changsheng Ma +4
Large Language Models (LLMs) show promise in psychological counseling, yet existing benchmarks rely heavily on highly cooperative simulated clients. We observe a critical counselor…
DMT-CBT: Longitudinal Therapeutic State Modeling for CBT Counseling
Chang Liu, Shuyi Zhang, Changsheng Ma +3
Large language models (LLMs) have shown growing potential for Cognitive Behavioral Therapy (CBT) counseling. However, most existing approaches still formulate counseling as a local…
CCD-CBT: Multi-Agent Therapeutic Interaction for CBT Guided by Cognitive Conceptualization Diagram
Chang Liu, Changsheng Ma, Yongfeng Tao +2
Large language models show potential for scalable mental-health support by simulating Cognitive Behavioral Therapy (CBT) counselors. However, existing methods often rely on static…