Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design Paper • 2608.10299 • Published 11 days ago • 132
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
PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems Paper • 2606.22388 • Published Jun 21 • 96
AdaPlanBench: Evaluating Adaptive Planning in Large Language Model Agents under World and User Constraints Paper • 2606.05622 • Published Jun 4 • 44
Advancing Creative Physical Intelligence in Large Multimodal Models Paper • 2605.26396 • Published May 25 • 21
CreativityBench: Evaluating Agent Creative Reasoning via Affordance-Based Tool Repurposing Paper • 2605.02910 • Published May 6 • 23
NAACL: Noise-AwAre Verbal Confidence Calibration for LLMs in RAG Systems Paper • 2601.11004 • Published Jan 16 • 31
CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents Paper • 2511.02734 • Published Nov 4, 2025 • 23