Author

Hui-Feng Zhu

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Jul 2026

AttriMem: Attribution-Guided Process Feedback for Agent Memory Construction

Effective memory is crucial for LLM agents, yet constructing it effectively remains challenging. A memory-construction policy decides what information to extract, store, update, compress, or discard as interactions accumulate. Heuristic memory methods rely on subjective, task-specific rules, which can misalign with dow...

Qin-Feng Li, Yun-Tai Bao, Xinyang Yu et al. · arXiv.org · 1 citation · ⚡1

Preprint Jul 2026

AttriMem: Attribution-Guided Process Feedback for Agent Memory Learning

Experiments show that AttriMem outperforms retrieval-based, heuristic, and RL-based baselines, generalizes across benchmarks and answer models, stabilizes RL optimization, and outperforms retrieval-based, heuristic, and RL-based baselines on long-horizon dialogue question answering.

Qin-Feng Li, Yun-Tai Bao, Xinyang Yu et al. · 0 citations