Video Generation

LESA: Learnable Stage-Aware Predictors for Diffusion Model Acceleration CVPR 2026 Less is More: Data-Efficient Adaptation for Controllable Text-to-Video Generation CVPR 2026 Let Your Image Move with Your Motion! -- Implicit Multi-Object Multi-Motion Transfer CVPR 2026 LiDARCrafter: Dynamic 4D World Modeling from LiDAR Sequences AAAI 2026 Lighting-grounded Video Generation with Renderer-based Agent Reasoning CVPR 2026 Lightning Fast Caching-based Parallel Denoising Prediction for Accelerating Talking Head Generation AAAI 2026 LinVideo: A Post-Training Framework towards O(n) Attention in Efficient Video Generation CVPR 2026 LoL: Longer than Longer, Scaling Video Generation to Hour CVPR 2026 LongSplat: Online Generalizable 3D Gaussian Splatting from Long Sequence Images AAAI 2026 Lynx: Towards High-Fidelity Personalized Video Generation CVPR 2026 M4V: Multimodal Mamba for Efficient Text-to-Video Generation CVPR 2026 MAD: Motion Appearance Decoupling for efficient Driving World Models CVPR 2026 MambaOVSR: Multiscale Fusion with Global Motion Modeling for Chinese Opera Video Super-Resolution AAAI 2026 ManipDreamer3D: Synthesizing Plausible Robotic Manipulation Video with Occupancy-aware 3D Trajectory AAAI 2026 Mask2IV: Interaction-Centric Video Generation via Mask Trajectories AAAI 2026 MindCross: Fast New Subject Adaptation with Limited Data for Cross-subject Video Reconstruction from Brain Signals AAAI 2026 Mind the Generative Details: Direct Localized Detail Preference Optimization for Video Diffusion Models CVPR 2026 Minute-Long Videos with Dual Parallelisms AAAI 2026 Mitigating Error Accumulation in Co-Speech Motion Generation via Global Rotation Diffusion and Multi-Level Constraints AAAI 2026 MoCha: End-to-End Video Character Replacement without Structural Guidance CVPR 2026 MoFu: Scale-Aware Modulation and Fourier Fusion for Multi-Subject Video Generation AAAI 2026 MoReGen: Multi-Agent Motion-Reasoning Engine for Code-based Text-to-Video Synthesis CVPR 2026 Morphe: High-Fidelity Generative Video Streaming with Vision Foundation Model NSDI 2026 MoSCo: Real-time and Efficient Text-to-Motion Synthesis via Delta Training WACV 2026 Motion 3-to-4: 3D Motion Reconstruction for 4D Synthesis CVPR 2026