Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Paper • 2607.14614 • Published 7 days ago • 10
MV-Forcing: Long Multi-View Video Generation via 4D-Grounded Spatio-Temporal Self-Forcing Paper • 2607.05376 • Published 17 days ago • 10
AlayaWorld: Long-Horizon and Playable Video World Generation Paper • 2607.06291 • Published 16 days ago • 89
OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers Paper • 2607.04033 • Published 19 days ago • 76
The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning Paper • 2606.29526 • Published 25 days ago • 169
SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History Paper • 2606.08671 • Published 30 days ago • 46
MemSlides: A Hierarchical Memory Driven Agent Framework for Personalized Slide Generation with Multi-turn Local Revision Paper • 2606.17162 • Published Jun 15 • 177
Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning Paper • 2606.24428 • Published 30 days ago • 52
Retrospective Harness Optimization: Improving LLM Agents via Self-Preference over Trajectory Rollouts Paper • 2606.05922 • Published Jun 4 • 70
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Paper • 2606.15079 • Published Jun 13 • 86
DragMesh-2: Physically Plausible Dexterous Hand-Object Interaction with Articulated Objects Paper • 2606.15133 • Published Jun 13 • 74
Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performance Paper • 2606.19195 • Published Jun 17 • 141
Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models Paper • 2606.11324 • Published Jun 9 • 172
WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces Paper • 2606.09426 • Published Jun 8 • 106
InterleaveThinker: Reinforcing Agentic Interleaved Generation Paper • 2606.13679 • Published Jun 11 • 83
From Correctness to Utility: Gain-Based Prefix Evaluation for LLM Reasoning Paper • 2606.07190 • Published Jun 5 • 35