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- GitHub - sihyun-yu REPA: [ICLR25 Oral] Representation Alignment for . . .
Summary: We propose REPresentation Alignment (REPA), a method that aligns noisy input states in diffusion models with representations from pretrained visual encoders This significantly improves training efficiency and generation quality REPA speeds up SiT training by 17 5x and achieves state-of-the-art FID=1 42
- REPA Works Until It Doesnt: Early-Stopped, Holistic Alignment . . .
A recent remedy -- representation alignment (REPA) that matches DiT hidden features to those of a non-generative teacher (e g DINO) -- dramatically accelerates the early epochs but plateaus or even degrades performance later
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- [2410. 06940] Representation Alignment for Generation: Training . . .
We study this by introducing a straightforward regularization called REPresentation Alignment (REPA), which aligns the projections of noisy input hidden states in denoising networks with clean image representations obtained from external, pretrained visual encoders
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