# VAE Log-Likelihood Estimation on Fashion MNIST (test) Source: [VAE Log-Likelihood Estimation on Fashion MNIST (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:42.587Z Evaluation of Variational Autoencoder (VAE) performance on the test split of the Fashion MNIST dataset, measured by the estimated log-likelihood. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | VAE Log-Likelihood Estimation | | Dataset (including any stated split) | Fashion MNIST (test) | | Metric | Log-Likelihood | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Log-Likelihood](): Higher is better; unit: SCALAR. ## Recorded results | Method | Log-Likelihood | Result date | Report paper | | --- | --- | --- | --- | | CARMS-I | -233.39 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -233.81 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -234.02 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -234.27 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -234.37 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -234.41 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -234.7 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -234.81 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -235.81 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -235.89 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -236.06 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -236.47 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -238.55 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -239.83 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -240.46 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -242.6 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -242.69 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -243.1 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -243.27 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -244.02 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -244.16 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -244.27 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -244.55 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -245.43 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -246.69 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -247.46 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -247.77 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -247.82 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -247.92 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -249.5 | Not recorded | 68fa6b171e209131cea2c13c | ### CARMS-I Log-Likelihood: -233.39. Result ID: 698e5828ffc3901de09ccef7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"10","Latent variables":"20","Samples per gradient step":"10"}. This record does not assert independent reproduction. ### CARMS-G Log-Likelihood: -233.81. Result ID: 698e5828ffc3901de09ccef8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"10","Latent variables":"20","Samples per gradient step":"10"}. This record does not assert independent reproduction. ### LOORF Log-Likelihood: -234.02. Result ID: 698e5828ffc3901de09ccef9. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"10","Latent variables":"20","Samples per gradient step":"10"}. This record does not assert independent reproduction. ### CARMS-G Log-Likelihood: -234.27. Result ID: 698e5828ffc3901de09ccef3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"5","Latent variables":"40","Samples per gradient step":"5"}. This record does not assert independent reproduction. ### CARMS-I Log-Likelihood: -234.37. Result ID: 698e5828ffc3901de09ccef2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"5","Latent variables":"40","Samples per gradient step":"5"}. This record does not assert independent reproduction. ### UNORD Log-Likelihood: -234.41. Result ID: 698e5828ffc3901de09ccefa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"10","Latent variables":"20","Samples per gradient step":"10"}. This record does not assert independent reproduction. ### LOORF Log-Likelihood: -234.7. Result ID: 698e5828ffc3901de09ccef4. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"5","Latent variables":"40","Samples per gradient step":"5"}. This record does not assert independent reproduction. ### UNORD Log-Likelihood: -234.81. Result ID: 698e5828ffc3901de09ccef5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"5","Latent variables":"40","Samples per gradient step":"5"}. This record does not assert independent reproduction. ### CARMS-I Log-Likelihood: -235.81. Result ID: 698e5828ffc3901de09cceed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"3","Latent variables":"66","Samples per gradient step":"3"}. This record does not assert independent reproduction. ### CARMS-G Log-Likelihood: -235.89. Result ID: 698e5828ffc3901de09cceee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"3","Latent variables":"66","Samples per gradient step":"3"}. This record does not assert independent reproduction. ### UNORD Log-Likelihood: -236.06. Result ID: 698e5828ffc3901de09ccef0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"3","Latent variables":"66","Samples per gradient step":"3"}. This record does not assert independent reproduction. ### LOORF Log-Likelihood: -236.47. Result ID: 698e5828ffc3901de09cceef. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"3","Latent variables":"66","Samples per gradient step":"3"}. This record does not assert independent reproduction. ### ARSM Log-Likelihood: -238.55. Result ID: 698e5828ffc3901de09ccefb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"10","Latent variables":"20","Samples per gradient step":"10"}. This record does not assert independent reproduction. ### ARSM Log-Likelihood: -239.83. Result ID: 698e5828ffc3901de09ccef6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"5","Latent variables":"40","Samples per gradient step":"5"}. This record does not assert independent reproduction. ### ARSM Log-Likelihood: -240.46. Result ID: 698e5828ffc3901de09ccef1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Nonlinear","Categories (C)":"3","Latent variables":"66","Samples per gradient step":"3"}. This record does not assert independent reproduction. ### CARMS-I Log-Likelihood: -242.6. Result ID: 698e5828ffc3901de09ccee8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"10","Latent variables":"20","Samples per gradient step":"10"}. This record does not assert independent reproduction. ### CARMS-G Log-Likelihood: -242.69. Result ID: 698e5828ffc3901de09ccee9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"10","Latent variables":"20","Samples per gradient step":"10"}. This record does not assert independent reproduction. ### LOORF Log-Likelihood: -243.1. Result ID: 698e5828ffc3901de09cceea. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"10","Latent variables":"20","Samples per gradient step":"10"}. This record does not assert independent reproduction. ### UNORD Log-Likelihood: -243.27. Result ID: 698e5828ffc3901de09cceeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"10","Latent variables":"20","Samples per gradient step":"10"}. This record does not assert independent reproduction. ### CARMS-G Log-Likelihood: -244.02. Result ID: 698e5828ffc3901de09ccee4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"5","Latent variables":"40","Samples per gradient step":"5"}. This record does not assert independent reproduction. ### CARMS-I Log-Likelihood: -244.16. Result ID: 698e5828ffc3901de09ccee3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"5","Latent variables":"40","Samples per gradient step":"5"}. This record does not assert independent reproduction. ### LOORF Log-Likelihood: -244.27. Result ID: 698e5828ffc3901de09ccee5. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"5","Latent variables":"40","Samples per gradient step":"5"}. This record does not assert independent reproduction. ### UNORD Log-Likelihood: -244.55. Result ID: 698e5828ffc3901de09ccee6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"5","Latent variables":"40","Samples per gradient step":"5"}. This record does not assert independent reproduction. ### ARSM Log-Likelihood: -245.43. Result ID: 698e5828ffc3901de09cceec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"10","Latent variables":"20","Samples per gradient step":"10"}. This record does not assert independent reproduction. ### ARSM Log-Likelihood: -246.69. Result ID: 698e5828ffc3901de09ccee7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"5","Latent variables":"40","Samples per gradient step":"5"}. This record does not assert independent reproduction. ### CARMS-I Log-Likelihood: -247.46. Result ID: 698e5828ffc3901de09ccede. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"3","Latent variables":"66","Samples per gradient step":"3"}. This record does not assert independent reproduction. ### CARMS-G Log-Likelihood: -247.77. Result ID: 698e5828ffc3901de09ccedf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"3","Latent variables":"66","Samples per gradient step":"3"}. This record does not assert independent reproduction. ### LOORF Log-Likelihood: -247.82. Result ID: 698e5828ffc3901de09ccee0. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"3","Latent variables":"66","Samples per gradient step":"3"}. This record does not assert independent reproduction. ### UNORD Log-Likelihood: -247.92. Result ID: 698e5828ffc3901de09ccee1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"3","Latent variables":"66","Samples per gradient step":"3"}. This record does not assert independent reproduction. ### ARSM Log-Likelihood: -249.5. Result ID: 698e5828ffc3901de09ccee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Linear","Categories (C)":"3","Latent variables":"66","Samples per gradient step":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.