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Accelerating Masked Image Generation by Learning Latent Controlled Dynamics

Intermediate

Kaiwen Zhu, Quansheng Zeng et al.Feb 27arXiv

Masked Image Generation Models (MIGMs) make pictures by filling in many blank spots step by step, but each step is slow and repeats a lot of work.

#masked image generation#MIGM-Shortcut#latent controlled dynamics

Online Causal Kalman Filtering for Stable and Effective Policy Optimization

Intermediate

Shuo He, Lang Feng et al.Feb 11arXiv

Training big language models with reinforcement learning can wobble because the per-token importance-sampling (IS) ratios swing wildly.

#Kalman filter#importance sampling ratio#policy optimization

VideoSSM: Autoregressive Long Video Generation with Hybrid State-Space Memory

Beginner

Yifei Yu, Xiaoshan Wu et al.Dec 4arXiv

VideoSSM is a new way to make long, stable, and lively videos by giving the model two kinds of memory: a short-term window and a long-term state-space memory.

#autoregressive video diffusion#state-space model#hybrid memory

Papers3

Accelerating Masked Image Generation by Learning Latent Controlled Dynamics

Online Causal Kalman Filtering for Stable and Effective Policy Optimization

VideoSSM: Autoregressive Long Video Generation with Hybrid State-Space Memory