Papers
1–4 of 4FlashMotion: Few-Step Controllable Video Generation with Trajectory Guidance
Recent advances in trajectory-controllable video generation have achieved remarkable progress. Previous methods mainly use adapter-based architectures for precise motion control along predefined traje...
Chain of Event-Centric Causal Thought for Physically Plausible Video Generation
Physically Plausible Video Generation (PPVG) has emerged as a promising avenue for modeling real-world physical phenomena. PPVG requires an understanding of commonsense knowledge, which remains a chal...
LSA: Localized Semantic Alignment for Enhancing Temporal Consistency in Traffic Video Generation
Controllable video generation has emerged as a versatile tool for autonomous driving, enabling realistic synthesis of traffic scenarios. However, existing methods depend on control signals at inferenc...
SVG-EAR: Parameter-Free Linear Compensation for Sparse Video Generation via Error-aware Routing
Diffusion Transformers (DiTs) have become a leading backbone for video generation, yet their quadratic attention cost remains a major bottleneck. Sparse attention reduces this cost by computing only a...