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#artificial intelligence Preprint Feb 2026

OR-Agent: Bridging Evolutionary Search and Structured Research for Automated Heuristic Design

A hierarchical, optimization-inspired reflection system in which short-term reflections act as verbal gradients, long-term reflections as verbal momentum, and memory compression as semantic weight decay are introduced - collectively forming a principled mechanism for governing research dynamics.

Qi Liu, Ruo-Chen Hao, Can Li et al. · 0 citations
#artificial intelligence Preprint Sep 2026

SimSkill: A Self-Evolving LLM Agent for Skill and Knowledge Accumulation in Traffic Simulation

Cumulative culture enables humans to preserve, reuse, and extend knowledge and skills across experiences and generations. Inspired by this principle, we introduce \textit{SimSkill}, a self-evolving agent built around the Simulation of Urban MObility (SUMO) traffic simulator. SimSkill continually identifies capability g...

Qi Liu, Qin-Zheng Wang, Can Li et al. · 0 citations

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