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cs.AI2026
All-in-One Memory: Process-Rewarded Reinforcement Learning for Memory Agents
Bingbing Wang, Jingjie Lin, Weiming Qiao +2
Large language models increasingly rely on external memory to answer queries grounded in long-horizon histories such as multi-session dialogues and lengthy documents. However, exis…
cs.AI2026
Proactive Memory for Ad-Hoc Recall over Streaming Dialogues
Bingbing Wang, Jing Li, Ruifeng Xu
Real-world dialogue usually unfolds as an infinite stream. It thus requires bounded-state memory mechanisms to operate within an infinite horizon. However, existing read-then-think…