Haiquan Qiu

Mechanistic Attention Guidance for Agent Memory Refinement

Yechao Hong, Haiquan Qiu, Yaqing Wang, Quanming Yao

Existing self-evolving memory systems mainly improve agent memory based on textual outputs, such as task trajectories and reflections. However, this text-based paradigm rarely incorporates internal mechanistic signals, leaving how retrieved memory is actually utilized during task…Read more