Author

Jiawei Han

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Preprint Aug 2026

Can Agent Memory Systems Track Evolving State?

StateMem is presented, a state-first memory method that explicitly tracks supersession and relational dependencies, and it is shown it improves current-state accuracy over the strongest same-backbone baseline and over the strongest memory system, while remaining competitive with the long-context baselines.

Xinyi Fan, Miri Liu, Ruozhen Yang et al. · 0 citations

Jul 2026

Filesystem-Based Memory for LLM Agents: Organization, Evolution, and Sustainability

The study turns the filesystem default from an assumption into a design space for agent memory, and turns the model is not the only lever over a store's shape: changing the tool set alone reshapes the store as strongly as swapping the model.

Sizhe Zhou, Sheldon Yu, Hui Wei et al. · arXiv.org · 0 citations