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One question about model design #1

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opened 2025-10-14 15:37:57 -06:00 by navan · 0 comments
navan commented 2025-10-14 15:37:57 -06:00
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Originally created by @holimario on 8/27/2025

Your work is very interesting, and thank you for releasing the code.
I have a small question regarding the model design. From what I see, your architecture seems closer to UNIT, in that it introduces a strategy for enforcing latent space consistency. But this also requires adding extra architectural components and more loss terms. I also noticed that your paper mentions CycleGAN as a reference—have you tried adopting a simpler CycleGAN-like design? It seems such a design might make training more stable. If you did try but eventually abandoned it, what was the reason?

*Originally created by @holimario on 8/27/2025* Your work is very interesting, and thank you for releasing the code. I have a small question regarding the model design. From what I see, your architecture seems closer to UNIT, in that it introduces a strategy for enforcing latent space consistency. But this also requires adding extra architectural components and more loss terms. I also noticed that your paper mentions CycleGAN as a reference—have you tried adopting a simpler CycleGAN-like design? It seems such a design might make training more stable. If you did try but eventually abandoned it, what was the reason?
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