# Variational Inference on Omniglot (test) Source: [Variational Inference on Omniglot (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:17.998Z Evaluation of Variational Inference performance on the test split of the Omniglot dataset, typically measured using Negative ELBO. 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 | Variational Inference | | Dataset (including any stated split) | Omniglot (test) | | Metric | Test Log Likelihood | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [Test Log Likelihood](): Higher is better; unit: SCALAR. - [Negative ELBO](): Lower is better; unit: SCALAR. ## Recorded results | Method | Test Log Likelihood | Result date | Report paper | | --- | --- | --- | --- | | CARMS-G | -112.7 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -112.71 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -112.93 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -113.18 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -113.39 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -113.44 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -113.69 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -113.8 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -114.4 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -114.5 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -114.54 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -114.6 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -114.86 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -114.86 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -114.88 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -114.89 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -115.15 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -115.31 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -115.33 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -115.46 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-I | -116.31 | Not recorded | 68fa6b171e209131cea2c13c | | CARMS-G | -116.41 | Not recorded | 68fa6b171e209131cea2c13c | | LOORF | -116.55 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -116.56 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -116.92 | Not recorded | 68fa6b171e209131cea2c13c | | UNORD | -116.92 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -118.79 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -119 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -119.41 | Not recorded | 68fa6b171e209131cea2c13c | | ARSM | -120.05 | Not recorded | 68fa6b171e209131cea2c13c | ### CARMS-G Test Log Likelihood: -112.7. Result ID: 698e5828ffc3901de09ccf16. [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-I Test Log Likelihood: -112.71. Result ID: 698e5828ffc3901de09ccf15. [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 Test Log Likelihood: -112.93. Result ID: 698e5828ffc3901de09ccf17. [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-I Test Log Likelihood: -113.18. Result ID: 698e5828ffc3901de09ccf10. [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-G Test Log Likelihood: -113.39. Result ID: 698e5828ffc3901de09ccf11. [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. ### LOORF Test Log Likelihood: -113.44. Result ID: 698e5828ffc3901de09ccf12. [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 Test Log Likelihood: -113.69. Result ID: 698e5828ffc3901de09ccf13. [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. ### UNORD Test Log Likelihood: -113.8. Result ID: 698e5828ffc3901de09ccf18. [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. ### CARMS-G Test Log Likelihood: -114.4. Result ID: 698e5828ffc3901de09ccf0c. [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 Test Log Likelihood: -114.5. Result ID: 698e5828ffc3901de09ccf0e. [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 Test Log Likelihood: -114.54. Result ID: 698e5828ffc3901de09ccf0b. [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. ### LOORF Test Log Likelihood: -114.6. Result ID: 698e5828ffc3901de09ccf0d. [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. ### CARMS-G Test Log Likelihood: -114.86. Result ID: 698e5828ffc3901de09ccf02. [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. ### UNORD Test Log Likelihood: -114.86. Result ID: 698e5828ffc3901de09ccf04. [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 Test Log Likelihood: -114.88. Result ID: 698e5828ffc3901de09ccf01. [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 Test Log Likelihood: -114.89. Result ID: 698e5828ffc3901de09ccf03. [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. ### CARMS-I Test Log Likelihood: -115.15. Result ID: 698e5828ffc3901de09ccefc. [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 Test Log Likelihood: -115.31. Result ID: 698e5828ffc3901de09ccefd. [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. ### UNORD Test Log Likelihood: -115.33. Result ID: 698e5828ffc3901de09cceff. [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. ### LOORF Test Log Likelihood: -115.46. Result ID: 698e5828ffc3901de09ccefe. [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. ### CARMS-I Test Log Likelihood: -116.31. Result ID: 698e5828ffc3901de09ccf06. [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 Test Log Likelihood: -116.41. Result ID: 698e5828ffc3901de09ccf07. [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 Test Log Likelihood: -116.55. Result ID: 698e5828ffc3901de09ccf08. [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. ### ARSM Test Log Likelihood: -116.56. Result ID: 698e5828ffc3901de09ccf05. [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 Test Log Likelihood: -116.92. Result ID: 698e5828ffc3901de09ccf00. [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. ### UNORD Test Log Likelihood: -116.92. Result ID: 698e5828ffc3901de09ccf09. [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 Test Log Likelihood: -118.79. Result ID: 698e5828ffc3901de09ccf0a. [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 Test Log Likelihood: -119. Result ID: 698e5828ffc3901de09ccf0f. [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. ### ARSM Test Log Likelihood: -119.41. Result ID: 698e5828ffc3901de09ccf14. [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 Test Log Likelihood: -120.05. Result ID: 698e5828ffc3901de09ccf19. [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. Page 1 of 1. This is an index page, not the full collection.