Learn2Play Bench: How Well Do LLM Agents Learn from Experience in Unfamiliar Environments? Paper • 2610.08215 • Published 13 days ago • 154
Scaling Large Reasoning Models beyond Human Supervision: A Path toward Superintelligence Paper • 2608.31075 • Published Aug 31 • 32
Agent Error Dataset: Scaling 50,000 Error--Diagnosis Pairs for Failure Analysis and Error-Aware Post-Training Paper • 2609.40111 • Published 21 days ago • 52
FrontierChallenge: Evaluating Scientific Workflow Completion Paper • 2608.24979 • Published Aug 25 • 154
JIT-Agent: Scaling Harness Intelligence via Just-in-Time Harness Evolution Paper • 2608.25593 • Published Aug 26 • 115
Apodex 1.1: Scaling Agentic Intelligence for Complex Work Paper • 2608.23283 • Published Aug 24 • 211
OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation Paper • 2606.17628 • Published Jun 16 • 30
Just-In-Time Reinforcement Learning: Continual Learning in LLM Agents Without Gradient Updates Paper • 2601.18510 • Published Jan 26 • 1
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
Visual Generation in the New Era: An Evolution from Atomic Mapping to Agentic World Modeling Paper • 2604.28185 • Published Apr 30 • 90
MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome Paper • 2603.28407 • Published Mar 30 • 70
DLLM-Searcher: Adapting Diffusion Large Language Model for Search Agents Paper • 2602.07035 • Published Feb 3 • 31
Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs Paper • 2601.08763 • Published Jan 13 • 115
Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning Paper • 2601.09667 • Published Jan 14 • 91
MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling Paper • 2511.11793 • Published Nov 14, 2025 • 197
ConfTuner: Training Large Language Models to Express Their Confidence Verbally Paper • 2508.18847 • Published Aug 26, 2025 • 2