DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Paper • 2607.07820 • Published 15 days ago • 86
EvolvingWorld: An Open-Schema Framework for Co-Evolving Role-Play Agents and World Model in Interactive Literary World Paper • 2607.17250 • Published 4 days ago • 83
Demystifying On-Policy Distillation: Roles, Pathologies, and Regulations Paper • 2607.13399 • Published 8 days ago • 20
SkillOpt-Lite: Better and Faster Agent Self-evolution via One Line of Vibe Paper • 2607.03451 • Published 20 days ago • 33
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published 20 days ago • 80
LEOPARD : A Vision Language Model For Text-Rich Multi-Image Tasks Paper • 2410.01744 • Published Oct 2, 2024 • 28
PatchWorld: Gradient-Free Optimization of Executable World Models Paper • 2605.30880 • Published May 29 • 12
FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Paper • 2606.09079 • Published Jun 8 • 66
MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome Paper • 2603.28407 • Published Mar 30 • 72
Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders Paper • 2603.06569 • Published Mar 6 • 120
AgentDoG Collection A Diagnostic Guardrail Framework for AI Agent Safety and Security • 12 items • Updated Jun 21 • 112
Group Distributionally Robust Optimization-Driven Reinforcement Learning for LLM Reasoning Paper • 2601.19280 • Published Jan 27 • 9
Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification Paper • 2601.15808 • Published Jan 22 • 20
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration Paper • 2511.21689 • Published Nov 26, 2025 • 129
Guided Self-Evolving LLMs with Minimal Human Supervision Paper • 2512.02472 • Published Dec 2, 2025 • 55
The End of Manual Decoding: Towards Truly End-to-End Language Models Paper • 2510.26697 • Published Oct 30, 2025 • 121
HSCodeComp: A Realistic and Expert-level Benchmark for Deep Search Agents in Hierarchical Rule Application Paper • 2510.19631 • Published Oct 22, 2025 • 28