# Discrete-space EOT/SB modeling on High-Dimensional Gaussian Mixture D=64, gaussian, gamma=0.05 v1 (test) Source: [Discrete-space EOT/SB modeling on High-Dimensional Gaussian Mixture D=64, gaussian, gamma=0.05 v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T15:30:20.309Z Evaluation of algorithms for Discrete-space EOT/SB modeling applied to the 64-dimensional Gaussian mixture configuration (gamma=0.05, gaussian distribution) on the test split, measured using the Conditional Trend Score. 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 | Discrete-space EOT/SB modeling | | Dataset (including any stated split) | High-Dimensional Gaussian Mixture D=64, gaussian, gamma=0.05 v1 (test) | | Metric | Conditional Trend Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Conditional Trend Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Conditional Trend Score | Result date | Report paper | | --- | --- | --- | --- | | DLightSB | 75 | Not recorded | 68fa7bb21e209131cea89f66 | | CSBM | 71 | Not recorded | 68fa7bb21e209131cea89f66 | | DLightSB-M | 71 | Not recorded | 68fa7bb21e209131cea89f66 | | CSBM | 70 | Not recorded | 68fa7bb21e209131cea89f66 | | CSBM | 69 | Not recorded | 68fa7bb21e209131cea89f66 | | α-CSBM | 69 | Not recorded | 68fa7bb21e209131cea89f66 | | α-CSBM | 68 | Not recorded | 68fa7bb21e209131cea89f66 | | DLightSB-M | 68 | Not recorded | 68fa7bb21e209131cea89f66 | | DLightSB-M | 68 | Not recorded | 68fa7bb21e209131cea89f66 | | CSBM | 66 | Not recorded | 68fa7bb21e209131cea89f66 | | α-CSBM | 66 | Not recorded | 68fa7bb21e209131cea89f66 | | α-CSBM | 62 | Not recorded | 68fa7bb21e209131cea89f66 | | DLightSB-M | 62 | Not recorded | 68fa7bb21e209131cea89f66 | | Independent | 51 | Not recorded | 68fa7bb21e209131cea89f66 | | Feature-wise SB | 40 | Not recorded | 68fa7bb21e209131cea89f66 | | Reference | 12 | Not recorded | 68fa7bb21e209131cea89f66 | ### DLightSB Conditional Trend Score: 75. Result ID: 69a850016dbb7075b94f7859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSBM Conditional Trend Score: 71. Result ID: 69a850016dbb7075b94f785d. [Reporting paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"64"}. This record does not assert independent reproduction. ### DLightSB-M Conditional Trend Score: 71. Result ID: 69a850016dbb7075b94f7863. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"KL","N + 1":"64"}. This record does not assert independent reproduction. ### CSBM Conditional Trend Score: 70. Result ID: 69a850016dbb7075b94f785b. [Reporting paper]() Recorded evaluation configuration: {"Loss":"KL","N + 1":"64"}. This record does not assert independent reproduction. ### CSBM Conditional Trend Score: 69. Result ID: 69a850016dbb7075b94f785a. [Reporting paper]() Recorded evaluation configuration: {"Loss":"KL","N + 1":"16"}. This record does not assert independent reproduction. ### α-CSBM Conditional Trend Score: 69. Result ID: 69a850016dbb7075b94f7861. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"64"}. This record does not assert independent reproduction. ### α-CSBM Conditional Trend Score: 68. Result ID: 69a850016dbb7075b94f785f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"KL","N + 1":"64"}. This record does not assert independent reproduction. ### DLightSB-M Conditional Trend Score: 68. Result ID: 69a850016dbb7075b94f7864. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"16"}. This record does not assert independent reproduction. ### DLightSB-M Conditional Trend Score: 68. Result ID: 69a850016dbb7075b94f7865. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"64"}. This record does not assert independent reproduction. ### CSBM Conditional Trend Score: 66. Result ID: 69a850016dbb7075b94f785c. [Reporting paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"16"}. This record does not assert independent reproduction. ### α-CSBM Conditional Trend Score: 66. Result ID: 69a850016dbb7075b94f785e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"KL","N + 1":"16"}. This record does not assert independent reproduction. ### α-CSBM Conditional Trend Score: 62. Result ID: 69a850016dbb7075b94f7860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"16"}. This record does not assert independent reproduction. ### DLightSB-M Conditional Trend Score: 62. Result ID: 69a850016dbb7075b94f7862. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"KL","N + 1":"16"}. This record does not assert independent reproduction. ### Independent Conditional Trend Score: 51. Result ID: 69a850016dbb7075b94f7856. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Feature-wise SB Conditional Trend Score: 40. Result ID: 69a850016dbb7075b94f7858. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reference Conditional Trend Score: 12. Result ID: 69a850016dbb7075b94f7857. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.