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cs.CV2026

Decoupled Self-Forcing Distillation for Streaming Talking Head Generation

Yanru An, Ruiyan Wang, Wenwu Wei +7

Streaming talking-head generation produces each frame as its driving audio arrives, yet fidelity and efficiency have so far pulled in opposite directions: end-to-end methods condit…

cs.CV2026

Cycle-World: Mitigating Error Accumulation in Long-term Video World Models via Reverse-Prediction Cycle Consistency

Zihan Su, Teng Hu, Jiangning Zhang +4

Autoregressive diffusion models have enabled high-quality video generation, yet their sequential nature inherently suffers from error accumulation. In long-horizon video synthesis,…

cs.CV2026

EgoSim: Egocentric World Simulator for Embodied Interaction Generation

Jinkun Hao, Mingda Jia, Ruiyan Wang +7

We introduce EgoSim, a closed-loop egocentric world simulator that generates spatially consistent interaction videos and persistently updates the underlying 3D scene state for cont…

cs.CV2025

PoseAnything: Universal Pose-guided Video Generation with Part-aware Temporal Coherence

Ruiyan Wang, Teng Hu, Kaihui Huang +3

Pose-guided video generation refers to controlling the motion of subjects in generated video through a sequence of poses. It enables precise control over subject motion and has imp…

cs.CV2025

PA-HOI: A Physics-Aware Human and Object Interaction Dataset

Ruiyan Wang, Lin Zuo, Zonghao Lin +5

The Human-Object Interaction (HOI) task explores the dynamic interactions between humans and objects in physical environments, providing essential biomechanical and cognitive-behav…