Author

Jiahe Geng

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#artificial intelligence Preprint Sep 2026

Compact-Memory LLM Agents via Online Max-Member Clustering and Atom-Aware Packing

Many long-horizon LLM deployments face tight prompt budgets: latency, cost, and context limits make full-context prompting impractical as interaction length grows. The key question is then not raw recall alone, but which memory design gives the best quality--token trade-off in the compact-memory regime. We present \tex...

Jia-He Geng, Jin-Peng Wang, Kun Yuan · 0 citations

#artificial intelligence Review Jul 2026

ReasFlow: Assisting Reasoning-Centric Scientific Discovery in Applied Mathematics via a Knowledge-Based Multi-Agent System

ReasFlow is introduced, an end-to-end autonomous agent system for reasoning-centric scientific discovery that operationalizes a collaborative paradigm where the human expert acts as Principal Investigator while the agent executes rigorous derivations as a capable graduate student.

Yutong He, Dai-Bo Li, Guohong Li et al. · 1 citation