Matches in SemOpenAlex for { <https://semopenalex.org/work/W3034667906> ?p ?o ?g. }
- W3034667906 abstract "We propose to learn energy-based model (EBM) in the latent space of a generator model, so that the EBM serves as a prior model that stands on the top-down network of the generator model. Both the latent space EBM and the top-down network can be learned jointly by maximum likelihood, which involves short-run MCMC sampling from both the prior and posterior distributions of the latent vector. Due to the low dimensionality of the latent space and the expressiveness of the top-down network, a simple EBM in latent space can capture regularities in the data effectively, and MCMC sampling in latent space is efficient and mixes well. We show that the learned model exhibits strong performances in terms of image and text generation and anomaly detection. The one-page code can be found in supplementary materials." @default.
- W3034667906 created "2020-06-19" @default.
- W3034667906 creator A5034228010 @default.
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- W3034667906 creator A5058655480 @default.
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- W3034667906 date "2020-06-15" @default.
- W3034667906 modified "2023-09-24" @default.
- W3034667906 title "Learning Latent Space Energy-Based Prior Model" @default.
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- W3034667906 cites W1840435438 @default.
- W3034667906 cites W189596042 @default.
- W3034667906 cites W1959608418 @default.
- W3034667906 cites W1984469511 @default.
- W3034667906 cites W1993845689 @default.
- W3034667906 cites W1994616650 @default.
- W3034667906 cites W2042492924 @default.
- W3034667906 cites W2049633694 @default.
- W3034667906 cites W2064675550 @default.
- W3034667906 cites W2076818396 @default.
- W3034667906 cites W2090353374 @default.
- W3034667906 cites W2099111195 @default.
- W3034667906 cites W2099471712 @default.
- W3034667906 cites W2105464873 @default.
- W3034667906 cites W2116064496 @default.
- W3034667906 cites W2116825644 @default.
- W3034667906 cites W2119717200 @default.
- W3034667906 cites W2121863487 @default.
- W3034667906 cites W2130325614 @default.
- W3034667906 cites W2136922672 @default.
- W3034667906 cites W2152790380 @default.
- W3034667906 cites W2155027007 @default.
- W3034667906 cites W2163176424 @default.
- W3034667906 cites W2168239404 @default.
- W3034667906 cites W2185528074 @default.
- W3034667906 cites W2272361785 @default.
- W3034667906 cites W2335728318 @default.
- W3034667906 cites W2478027467 @default.
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- W3034667906 cites W2739517340 @default.
- W3034667906 cites W2739748921 @default.
- W3034667906 cites W2767757834 @default.
- W3034667906 cites W2780786077 @default.
- W3034667906 cites W2787947370 @default.
- W3034667906 cites W2788289427 @default.
- W3034667906 cites W2796731119 @default.
- W3034667906 cites W2799184518 @default.
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- W3034667906 cites W2914221386 @default.
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- W3034667906 cites W2964168257 @default.
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- W3034667906 hasPublicationYear "2020" @default.
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