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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
  • Providing spare parts solutions | REPA
    We are experts in the field of spare parts for coffee machines, grinders, super automatic machines and hot cold vending machines Whichever part or accessory you require for installation, repair, maintenance or cleaning work – REPA will have it
  • REPA - Registered Environmental Property Assessor | NREP
    Registered Environmental Property Assessor(REPA) certification is intended for professionals involved in the inspection evaluation of environmental risk
  • [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
  • Need Welbilt Brands Parts? REPA is Now Your Official Partner
    REPA is European leader in professional kitchen, coffee machine, bar equipment spare parts and accessories distribution Visit the official website!
  • [2503. 18414] U-REPA: Aligning Diffusion U-Nets to ViTs - arXiv. org
    Representation Alignment (REPA) that aligns Diffusion Transformer (DiT) hidden-states with ViT visual encoders has proven highly effective in DiT training, demonstrating superior convergence
  • REPA-E: Unlocking VAE for End-to-End Tuning of Latent Diffusion . . .
    Our proposed method, REPA-E, enables stable and effective joint training of both the VAE and the diffusion model REPA-E significantly accelerates training — achieving over 17× speedup compared to REPA and 45× over the vanilla training recipe
  • REPA GEV - gev-online. com
    Find spare parts for automatic and fully automatic machines, sealing rings, maintenance kits, payment systems and more From pre-rinse units, water taps, hose reels, spray guns and accessories for everything water related
  • 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
  • The REPA Group joins Parts Town
    19 January 2022 – The REPA Group has been acquired by Parts Town, the American leader in foodservice equipment parts distribution Members of the REPA Group are the German spare parts specialists GEV, the Italian companies LF and ATEL, the French leader EPGC and the UK branch CCS





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