AdaExploreBench: Benchmarking LLM Agents for Proactive Exploration and Test-time Adaptation in Evolving Environments Paper • 2610.25950 • Published 3 days ago • 28
LMBuild: Evaluating LLM Agents for Generating Buildable and Functional Structures Paper • 2610.04292 • Published 19 days ago • 40
Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning Paper • 2609.03430 • Published Sep 3 • 155
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