AdaExploreBench: Benchmarking LLM Agents for Proactive Exploration and Test-time Adaptation in Evolving Environments Paper • 2610.25950 • Published 2 days ago • 28
LMBuild: Evaluating LLM Agents for Generating Buildable and Functional Structures Paper • 2610.04292 • Published 18 days ago • 40
AI4AI at Test-Time: Strong-to-Weak Capability Transfer via Harnesses Paper • 2608.12307 • Published Aug 12 • 120
Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design Paper • 2608.10299 • Published Aug 10 • 140
EvolvingWorld: An Open-Schema Framework for Co-Evolving Role-Play Agents and World Model in Interactive Literary World Paper • 2607.17250 • Published Jul 19 • 93
Trimming the Long-Tail of Visual World Modeling Evaluation Paper • 2606.24256 • Published Jun 23 • 41
PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems Paper • 2606.22388 • Published Jun 21 • 96