most citedBeyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language Models

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cs.LG2026

GateMem: Benchmarking Memory Governance in Multi-Principal Shared-Memory Agents

Zhe Ren, Yibo Yang, Yimeng Chen +7

Memory benchmarks for LLM agents largely assume single-user settings, leaving shared assistants for hospitals, workplaces, campuses, and households understudied. In these deploymen…

cs.LG2025

PhysGym: Benchmarking LLMs in Interactive Physics Discovery with Controlled Priors

Yimeng Chen, Piotr Piȩkos, Mateusz Ostaszewski +2

Evaluating the scientific discovery capabilities of large language model based agents, particularly how they cope with varying environmental complexity and utilize prior knowledge,…