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upvoted a paper 1 day ago

AdaExploreBench: Benchmarking LLM Agents for Proactive Exploration and Test-time Adaptation in Evolving Environments

Paper • 2610.25950 • Published 2 days ago • 28

upvoted a paper 2 months ago

Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design

Paper • 2608.10299 • Published Aug 10 • 140

upvoted a paper 3 months ago

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

upvoted a paper 4 months ago

PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems

Paper • 2606.22388 • Published Jun 21 • 96

upvoted a paper 5 months ago

AdaPlanBench: Evaluating Adaptive Planning in Large Language Model Agents under World and User Constraints

Paper • 2606.05622 • Published Jun 4 • 45

upvoted a paper 9 months ago

NAACL: Noise-AwAre Verbal Confidence Calibration for LLMs in RAG Systems

Paper • 2601.11004 • Published Jan 16 • 31