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cs.CV2026
DecMem: Towards Minute-Long Consistent World Generation with Decoupled Memory
Zhenhao Yang, Xiaoshi Wu, Zhengyao Lv +5
Recent advances in video generative models have promoted rapid progress in controllable world models. However, maintaining fine-grained spatio-temporal consistency under long-horiz…
cs.CV2026
DUO-VSR: Dual-Stream Distillation for One-Step Video Super-Resolution
Zhengyao Lv, Menghan Xia, Xintao Wang +1
Diffusion-based video super-resolution (VSR) has recently achieved remarkable fidelity but still suffers from prohibitive sampling costs. While distribution matching distillation (…