2 papers
cs.CV2026
LynnReal-Omni: Native multi-modal Video Generation for Agentic Visual Workflows
Xiaofeng Mao, Peijia Lin, Shaohao Rui +3
Video diffusion models are stochastic and hard to control: precise content often requires repeated sampling without guaranteed success, and long-horizon scenes drift in appearance,…
cs.CV2026
BiWM: Advancing Open-Source Interactive Video World Models with Bidirectional Autoregression
Shaohao Rui, Xiaofeng Mao, Zhanyu Zhang +6
Interactive video world models commonly convert bidirectional video generators into causal autoregressive systems through control fine-tuning, autoregressive training, causal initi…