Learn2Play Bench: How Well Do LLM Agents Learn from Experience in Unfamiliar Environments? Paper • 2610.08215 • Published 11 days ago • 157
VoiceMem: Streaming Dual-Brain Memory for Real-Time Interaction Paper • 2608.26005 • Published Aug 26 • 155
FrontierChallenge: Evaluating Scientific Workflow Completion Paper • 2608.24979 • Published Aug 25 • 154
Apodex 1.1: Scaling Agentic Intelligence for Complex Work Paper • 2608.23283 • Published Aug 24 • 212
Qwen-UI-Agent Technical Report: Toward Next-Generation Real-World Centric Foundation GUI Agents Paper • 2607.28227 • Published Jul 30 • 159
Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents Paper • 2606.06036 • Published Jun 4 • 78
EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments Paper • 2606.13681 • Published Jun 11 • 146
MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome Paper • 2603.28407 • Published Mar 30 • 70