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GitHub - sihyun-yu REPA: [ICLR25 Oral] Representation . . . 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
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[2410. 06940] Representation Alignment for Generation . . . 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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