Search Results for author: Korbinian Abstreiter

Found 2 papers, 0 papers with code

Representation Learning in Continuous-Time Score-Based Generative Models

no code implementations ICML Workshop INNF 2021 Korbinian Abstreiter, Stefan Bauer, Arash Mehrjou

Score-based methods represented as stochastic differential equations on a continuous time domain have recently proven successful as a non-adversarial generative model.

Denoising Representation Learning

Diffusion-Based Representation Learning

no code implementations29 May 2021 Korbinian Abstreiter, Sarthak Mittal, Stefan Bauer, Bernhard Schölkopf, Arash Mehrjou

In contrast, the introduced diffusion-based representation learning relies on a new formulation of the denoising score matching objective and thus encodes the information needed for denoising.

Denoising Representation Learning +1

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