# Discrete-space EOT/SB modeling on High-Dimensional Gaussian Mixture D=64, uniform, gamma=0.01 v1 (test) Source: [Discrete-space EOT/SB modeling on High-Dimensional Gaussian Mixture D=64, uniform, gamma=0.01 v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T15:30:20.369Z Evaluation of algorithms for Discrete-space EOT/SB modeling applied to the 64-dimensional Gaussian mixture configuration (uniform distribution, gamma=0.01) 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, uniform, gamma=0.01 v1 (test) | | Metric | Conditional Trend Score | | Unit | SCALAR | | 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: SCALAR. ## Recorded results | Method | Conditional Trend Score | Result date | Report paper | | --- | --- | --- | --- | | DLightSB | 0.77 | Not recorded | 68fa7bb21e209131cea89f66 | | DLightSB-M | 0.67 | Not recorded | 68fa7bb21e209131cea89f66 | | DLightSB-M | 0.6 | Not recorded | 68fa7bb21e209131cea89f66 | | CSBM | 0.54 | Not recorded | 68fa7bb21e209131cea89f66 | | CSBM | 0.54 | Not recorded | 68fa7bb21e209131cea89f66 | | α-CSBM | 0.52 | Not recorded | 68fa7bb21e209131cea89f66 | | α-CSBM | 0.51 | Not recorded | 68fa7bb21e209131cea89f66 | | DLightSB-M | 0.5 | Not recorded | 68fa7bb21e209131cea89f66 | | α-CSBM | 0.49 | Not recorded | 68fa7bb21e209131cea89f66 | | CSBM | 0.48 | Not recorded | 68fa7bb21e209131cea89f66 | | Feature-wise SB | 0.46 | Not recorded | 68fa7bb21e209131cea89f66 | | CSBM | 0.46 | Not recorded | 68fa7bb21e209131cea89f66 | | α-CSBM | 0.46 | Not recorded | 68fa7bb21e209131cea89f66 | | Independent | 0.43 | Not recorded | 68fa7bb21e209131cea89f66 | | DLightSB-M | 0.33 | Not recorded | 68fa7bb21e209131cea89f66 | | Reference | 0.11 | Not recorded | 68fa7bb21e209131cea89f66 | ### DLightSB Conditional Trend Score: 0.77. Result ID: 69a850016dbb7075b94f7879. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLightSB-M Conditional Trend Score: 0.67. Result ID: 69a850016dbb7075b94f7883. [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: 0.6. Result ID: 69a850016dbb7075b94f7885. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"64"}. This record does not assert independent reproduction. ### CSBM Conditional Trend Score: 0.54. Result ID: 69a850016dbb7075b94f787a. [Reporting paper]() Recorded evaluation configuration: {"Loss":"KL","N + 1":"16"}. This record does not assert independent reproduction. ### CSBM Conditional Trend Score: 0.54. Result ID: 69a850016dbb7075b94f787b. [Reporting paper]() Recorded evaluation configuration: {"Loss":"KL","N + 1":"64"}. This record does not assert independent reproduction. ### α-CSBM Conditional Trend Score: 0.52. Result ID: 69a850016dbb7075b94f787e. [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: 0.51. Result ID: 69a850016dbb7075b94f787f. [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: 0.5. Result ID: 69a850016dbb7075b94f7882. [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: 0.49. Result ID: 69a850016dbb7075b94f7881. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"64"}. This record does not assert independent reproduction. ### CSBM Conditional Trend Score: 0.48. Result ID: 69a850016dbb7075b94f787d. [Reporting paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"64"}. This record does not assert independent reproduction. ### Feature-wise SB Conditional Trend Score: 0.46. Result ID: 69a850016dbb7075b94f7878. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSBM Conditional Trend Score: 0.46. Result ID: 69a850016dbb7075b94f787c. [Reporting paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"16"}. This record does not assert independent reproduction. ### α-CSBM Conditional Trend Score: 0.46. Result ID: 69a850016dbb7075b94f7880. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"16"}. This record does not assert independent reproduction. ### Independent Conditional Trend Score: 0.43. Result ID: 69a850016dbb7075b94f7876. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLightSB-M Conditional Trend Score: 0.33. Result ID: 69a850016dbb7075b94f7884. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"MSE","N + 1":"16"}. This record does not assert independent reproduction. ### Reference Conditional Trend Score: 0.11. Result ID: 69a850016dbb7075b94f7877. [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.