Exploring diffusion time-steps for unsupervised representation learning

Representation learning is all about discovering the hidden modular attributes that generate the data faithfully. We explore the potential of Denoising Diffusion Probabilistic Model (DM) in unsupervised learning of the modular attributes. We build a theoretical framework that connects the diffusion...

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Main Authors: YUE, Zhongqi, WANG, Jiankun, SUN, Qianru, JI, Lei, CHANG, Eric I-Chao, ZHANG, Hanwang
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2024
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Online Access:https://ink.library.smu.edu.sg/sis_research/9215
https://ink.library.smu.edu.sg/context/sis_research/article/10221/viewcontent/3386_exploring_diffusion_time_steps__1_.pdf
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Institution: Singapore Management University
Language: English

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