Taming Hallucinations: Boosting MLLMs' Video Understanding via Counterfactual Video Generation
Paper
•
2512.24271
•
Published
•
49
video
-
-
FlowBlending: Stage-Aware Multi-Model Sampling for Fast and High-Fidelity Video Generation
Paper • 2512.24724 • Published • 6 -
Pretraining Frame Preservation in Autoregressive Video Memory Compression
Paper • 2512.23851 • Published • 22 -
PhyGDPO: Physics-Aware Groupwise Direct Preference Optimization for Physically Consistent Text-to-Video Generation
Paper • 2512.24551 • Published • 18 -
JavisGPT: A Unified Multi-modal LLM for Sounding-Video Comprehension and Generation
Paper • 2512.22905 • Published • 18 -
Forging Spatial Intelligence: A Roadmap of Multi-Modal Data Pre-Training for Autonomous Systems
Paper • 2512.24385 • Published • 7 -
Factorized Learning for Temporally Grounded Video-Language Models
Paper • 2512.24097 • Published • 6 -
SurgWorld: Learning Surgical Robot Policies from Videos via World Modeling
Paper • 2512.23162 • Published • 9 -
Video-BrowseComp: Benchmarking Agentic Video Research on Open Web
Paper • 2512.23044 • Published • 9 -
Knot Forcing: Taming Autoregressive Video Diffusion Models for Real-time Infinite Interactive Portrait Animation
Paper • 2512.21734 • Published • 4