2 papers
cs.CL2026
FTA-Mem: Fact-Time-Affect Anchored Memory for Low-Density Long-Term Dialogue
Chang Liu, Junyi Zhao, Shuyi Zhang +4
Long-term emotional-support agents require memory mechanisms for personalized understanding across sessions. However, emotional-support dialogue is often low-density: turns are inc…
cs.CL2026
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…