AIWalker

Mar 10, 2026 · Artificial Intelligence

MIGM-Shortcut: Learning Controlled Latent Dynamics to Speed Up Masked Image Generation

The paper introduces MIGM-Shortcut, a self‑supervised method that learns controlled latent‑state dynamics to bypass redundant bidirectional attention in Masked Image Generation Models, achieving over 4× speed‑up on state‑of‑the‑art multimodal diffusion models like Lumina‑DiMOO while preserving image quality.