DeLoop: Repeated Actions as Self-Supervision for Long-Horizon Agents Paper • 2610.19376 • Published 9 days ago • 16
MMEnterprise-Bench: Evaluating Enterprise Agents over Evolving Multimodal Records Paper • 2610.27911 • Published 3 days ago • 27
Sage-A1.5: From Long-Horizon Execution to Scientific Exploration with Capability Composition Paper • 2610.28578 • Published 3 days ago • 67
OpenVLHarness: Real World Visual Agentic Tool-Use with Multimodal Memory Paper • 2610.26860 • Published 4 days ago • 110
CoworkEnv: Synthesizing Training Environments for Long-Horizon Cowork Agents Paper • 2610.24960 • Published 5 days ago • 50
BizBench: Unveiling Hidden Challenges in Deploying Long-Horizon Agents for Real-World Business Paper • 2610.20424 • Published 9 days ago • 493
DiscoveryRSI: Recursively Learning to Discover Valuable Hypotheses Paper • 2610.23839 • Published 7 days ago • 20
Tree-Aware Posterior Distillation for Long-Horizon Agentic Reinforcement Learning Paper • 2610.23181 • Published 7 days ago • 54
Terminal-RSI: Recursive Self-Improving Terminal Agents via Recursive Self-Rewrite and Policy-Refine Paper • 2610.22192 • Published 8 days ago • 41
OpenGCUA: Toward a Fully Open Stack for Generalist Computer Use Paper • 2610.22200 • Published 8 days ago • 104
Orbia: Do Generated Videos Form a Consistent 3D World? Paper • 2610.20693 • Published 9 days ago • 44
Tev: Scaling Long-Horizon Agentic Environments with Dense Progress Rewards Paper • 2610.18868 • Published 10 days ago • 65
Doc2Harness: Benchmarking LLMs on Long-Horizon Harness Engineering of Coding Agents Paper • 2610.20344 • Published 9 days ago • 63
Any Time, Any Space: A World-State-Centric Framework for Agentic Video Generation Paper • 2610.20571 • Published 9 days ago • 364
AgentSWE: Can Coding Agents Build the Agent You Actually Want? Paper • 2610.13361 • Published 14 days ago • 93
AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards Paper • 2610.18860 • Published 10 days ago • 137
Agent-Reflex: Teaching Language Agents to Act Reflectively Paper • 2610.17953 • Published 10 days ago • 216