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How Diffusion Models Learn to Factorize and Compose
Manage episode 436202553 series 3524393
This study explores how diffusion models learn compositional representations through controlled experiments, revealing their ability to encode features but limited interpolation over unseen values, enhancing training efficiency.
https://arxiv.org/abs//2408.13256
YouTube: https://www.youtube.com/@ArxivPapers
TikTok: https://www.tiktok.com/@arxiv_papers
Apple Podcasts: https://podcasts.apple.com/us/podcast/arxiv-papers/id1692476016
Spotify: https://podcasters.spotify.com/pod/show/arxiv-papers
--- Support this podcast: https://podcasters.spotify.com/pod/show/arxiv-papers/support
1497 episod
Manage episode 436202553 series 3524393
This study explores how diffusion models learn compositional representations through controlled experiments, revealing their ability to encode features but limited interpolation over unseen values, enhancing training efficiency.
https://arxiv.org/abs//2408.13256
YouTube: https://www.youtube.com/@ArxivPapers
TikTok: https://www.tiktok.com/@arxiv_papers
Apple Podcasts: https://podcasts.apple.com/us/podcast/arxiv-papers/id1692476016
Spotify: https://podcasters.spotify.com/pod/show/arxiv-papers
--- Support this podcast: https://podcasters.spotify.com/pod/show/arxiv-papers/support
1497 episod
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