2 papers
cs.CL2026
Enhancing Conversational Agents via Task-Oriented Adversarial Memory Adaptation
Yimin Deng, Yuqing Fu, Derong Xu +10
Conversational agents struggle to handle long conversations due to context window limitations. Therefore, memory systems are developed to leverage essential historical information.…
cs.IR2026
PRISM: Purified Representation and Integrated Semantic Modeling for Generative Sequential Recommendation
Dengzhao Fang, Jingtong Gao, Yu Li +2
Generative Sequential Recommendation (GSR) has emerged as a promising paradigm, reframing recommendation as an autoregressive sequence generation task over discrete Semantic IDs (S…