Harness^2: Recursive Agent Harnessing for an Open World Paper • 2610.14224 • Published 8 days ago • 103
Learning More by Training Less: Uncertainty-Guided Progressive Contraction for Efficient Reasoning Post-Training Paper • 2610.12933 • Published 8 days ago • 12
Stateless Language Agents: Scaling Long-Horizon Automated Research Paper • 2610.07625 • Published 11 days ago • 29
DiffusionART: Efficient, Stable and Scalable Reinforcement of Diffusion Models Paper • 2610.12572 • Published 9 days ago • 317
From Traces to Agentic Worlds: Agentic Language World Models for Interactive Environment Simulation Paper • 2610.06100 • Published 12 days ago • 142
Memento 3: Model-Based Recursive Self-Improvement through Reflective Rulebooks Paper • 2610.11794 • Published 9 days ago • 45
Learn2Play Bench: How Well Do LLM Agents Learn from Experience in Unfamiliar Environments? Paper • 2610.08215 • Published 9 days ago • 156
A Closer Look at Agentic BBO: Benchmarking LLM Agents for Black-Box Optimization Paper • 2610.12183 • Published 9 days ago • 14
OmniCapBench: A Deep-Structured Evaluation Framework for Fine-Grained Audio-Visual Captioning Paper • 2610.12458 • Published 9 days ago • 17
SkillForge: Co-Evolving Skills and Agents via Dynamic Skill Lifecycles Paper • 2610.09832 • Published 10 days ago • 14
CADFather: Autonomous CAD Reconstruction through Coordinated Tool Use Paper • 2610.09127 • Published 11 days ago • 22
RunningTab: Direct Workspace Interaction with Environment-Side Tabs Paper • 2610.10444 • Published 10 days ago • 40
ReSAIL: Mitigating Collapse in Iterative Agent Self-Distillation Paper • 2609.39306 • Published 17 days ago • 42
DecepEval: A Benchmark for Evaluating Deception in LLM Agents Paper • 2610.07967 • Published 11 days ago • 85
RobotWorld: Benchmarking Multimodal Agents for Robot Use Across Diverse Tasks and Embodiments Paper • 2610.10409 • Published 10 days ago • 40
Selection-Based Structured Reasoning: Toward Efficient Multimodal Search Agents Paper • 2610.01892 • Published 16 days ago • 38
EgoTools: Towards Tool-Centric Reasoning in Real-World Egocentric Videos Paper • 2609.39378 • Published 17 days ago • 74
CheckerBench: Can Long-Horizon Agents Synthesize Static-Analysis Checkers? Paper • 2610.07557 • Published 11 days ago • 76
When Users Change Their Minds: Measuring and Repairing Intent Drift in LLM Agents Paper • 2609.32520 • Published 21 days ago • 25
AutoDataBench: A Data-centric Testbed for Accelerating Auto Research Paper • 2609.40097 • Published 17 days ago • 50