mfw REAL Research news 10/29/2026 A First-Step Bias Restores Lost Diversity in Diffusion Model Distillation https://arxiv.org/abs/2610.371⧉ LociArt: A Unified Paradigm for Free-Style Local Video Stylization https://higherhu.github.io/locarts⧉ FrameForge: Harnessing Priors of Video Foundation Models for Unified Image Generation https://arxiv.org/abs/2610.365⧉ Nemotron-Labs-Diffusion-Uni: Elastic Self-Refining Unified Diffusion LLM with Cross-Paradigm On-Policy Distillation https://arxiv.org/abs/261…⧉