Read It Back: Pretrained MLLMs Are Zero-Shot Reward Models for Text-to-Image Generation Paper • 2607.11886 • Published Jul 13 • 78
EvalVerse: Pipeline-Aware and Expert-Calibrated Benchmarking for Professional Cinematic Video Generation Paper • 2605.23271 • Published May 22 • 75
Deferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs Paper • 2608.01755 • Published Aug 3 • 139
DelTA: Discriminative Token Credit Assignment for Reinforcement Learning from Verifiable Rewards Paper • 2605.21467 • Published May 20 • 142
TimeLens2: Generalist Video Temporal Grounding with Multimodal LLMs Paper • 2607.17423 • Published Jul 19 • 160
Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable Paper • 2607.13285 • Published Jul 14 • 222
Gamma-World: Generative Multi-Agent World Modeling Beyond Two Players Paper • 2605.28816 • Published May 27 • 418
Lucida: Parse, Generate, and Place for Composable Real-to-Sim Scene Modeling Paper • 2608.30821 • Published Aug 31 • 119
WarpSAC: Towards the Pinnacle of Scalable Off-policy RL by Rethinking Exploration and Exploitation Paper • 2608.24479 • Published Aug 25 • 298
Agent-Reflex: Teaching Language Agents to Act Reflectively Paper • 2610.17953 • Published 9 days ago • 215
VideoJev: System One Model for Video Understanding and Interaction Paper • 2610.18615 • Published 9 days ago • 377
VIS-Ground: Video Interactive Storytelling with Contextual Grounding Paper • 2610.09326 • Published 15 days ago • 103
Self-Evolving Coding Agents: From Digital Programs to Physical-World Intelligence Paper • 2609.35432 • Published 24 days ago • 113
Adaptive Reward Routing: Dynamic Multi-Reward Optimization for Joint Audio-Video Diffusion via Forward-Process RL Paper • 2609.37200 • Published 23 days ago • 141