Author

Wei-Chieh Huang

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Preprint Aug 2026

Harness the Memory: A Holistic Evaluation of Memory Substrates in Memory Agents

A controlled harness evaluation of memory substrates for memory-augmented agents, covering dense and sparse indices, text records, structural stores, hierarchical stores, refinement-based memories, parametric updates, and activation-compatible context mechanisms, shows that no single substrate consistently dominates.

Wei-Chieh Huang, Weizhi Zhang, Yuchen Wu et al. · 0 citations

Preprint Aug 2026

HyperSkill: Self-Evolving LLM Agents via Hypergraph-Structured Skill Memory

This work proposes HyperSkill, a hypergraph-based memory framework that jointly improves what to store, how memory is structured and retrieved, and how memory evolves, and represents memory as a hypergraph with two node types, subtask steps and reusable skills.

Ruiyao Xu, Tiankai Yang, Wei-Chieh Huang · 0 citations