Extending One-Step Image Generation from Class Labels to Text via Discriminative Text Representation Paper • 2604.18168 • Published Apr 20 • 96
Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions Paper • 2606.09076 • Published 11 days ago • 59
Taming Hallucinations: Boosting MLLMs' Video Understanding via Counterfactual Video Generation Paper • 2512.24271 • Published Dec 30, 2025 • 63
VMBench: A Benchmark for Perception-Aligned Video Motion Generation Paper • 2503.10076 • Published Mar 13, 2025
Omni-Effects: Unified and Spatially-Controllable Visual Effects Generation Paper • 2508.07981 • Published Aug 11, 2025 • 63