Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills Paper • 2607.22529 • Published Jul 24 • 49
HOMIE: Human-object Centric Video Personalization via Multimodal Intelligent Enchancement Paper • 2607.18217 • Published Jul 20 • 55
Read It Back: Pretrained MLLMs Are Zero-Shot Reward Models for Text-to-Image Generation Paper • 2607.11886 • Published Jul 13 • 61
DecoEvo: Score-Decoupled Co-Evolution of Solver and Rubric-Generator Skills in Text Space Paper • 2607.25675 • Published Jul 28 • 70
AlayaWorld: Long-Horizon and Playable Video World Generation Paper • 2607.06291 • Published Jul 7 • 89
SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning Paper • 2607.14777 • Published Jul 16 • 105
VideoChat3: Fully Open Video MLLM for Efficient and Generalist Video Understanding Paper • 2607.14935 • Published Jul 16 • 122
RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources Paper • 2606.29538 • Published Jul 16 • 147
EnvACE: Internalizing Environment Dynamics via World Rehearsal for Agentic Reinforcement Learning Paper • 2608.06197 • Published Aug 6 • 48
Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning Paper • 2608.03571 • Published Aug 6 • 48
Learn What's Left, Not What's Mastered: Saturation Aware Advantage Reweighting for Multi-Reward Policy Optimization Paper • 2608.16072 • Published Aug 17 • 52
TLive-Omni: An Omni-Modal Understanding Model for E-Commerce Live Streaming Paper • 2608.20958 • Published Aug 21 • 60
Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes Paper • 2608.05000 • Published Aug 6 • 65
SWE-bench Science: Can Coding Agents Resolve Engineering Tasks in Science? Paper • 2608.19799 • Published Aug 20 • 68
SemaPLC: A Project-Grounded, Verification-Gated Agent Harness for PLC Code Generation Paper • 2608.18565 • Published Aug 19 • 77
AURORA-LM: Autoencoding Unified Representation for Continuous-Latent Diffusion Language Modeling Paper • 2608.02602 • Published Aug 3 • 85