# Kinematic Unfolding on Simulated semi-leptonic tt production v2.7.2 (MADGRAPH\_AMC@NLO) (test) Source: [Kinematic Unfolding on Simulated semi-leptonic tt production v2.7.2 (MADGRAPH\_AMC@NLO) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:43.295Z Evaluation of Kinematic Unfolding performance on the test split of the Simulated semi-leptonic tt production dataset (v2.7.2, generated via MADGRAPH\_AMC@NLO), measured using distribution comparison metrics like Wasserstein and KL divergence. 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 | Kinematic Unfolding | | Dataset (including any stated split) | Simulated semi-leptonic tt production v2.7.2 (MADGRAPH\_AMC@NLO) (test) | | Metric | Wasserstein Distance | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [Wasserstein Distance](): Lower is better; unit: SCALAR. - [Energy](): Higher is better; unit: SCALAR. - [K-S Statistic](): Lower is better; unit: SCALAR. - [KL Divergence (64)](): Lower is better; unit: SCALAR. - [KL Divergence (128)](): Lower is better; unit: SCALAR. - [KL Divergence (256)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Wasserstein Distance | Result date | Report paper | | --- | --- | --- | --- | | UC-VLD | 73.56 | Not recorded | 68fa443d1e209131ce90fcf6 | | VLD | 108.76 | Not recorded | 68fa443d1e209131ce90fcf6 | | C-VLD | 389.62 | Not recorded | 68fa443d1e209131ce90fcf6 | | LDM | 402.32 | Not recorded | 68fa443d1e209131ce90fcf6 | | CVAE | 484.56 | Not recorded | 68fa443d1e209131ce90fcf6 | | VDM | 2478.35 | Not recorded | 68fa443d1e209131ce90fcf6 | | CINN | 3009.08 | Not recorded | 68fa443d1e209131ce90fcf6 | ### UC-VLD Wasserstein Distance: 73.56. Result ID: 698b9a977a967eddb76ff3b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLD Wasserstein Distance: 108.76. Result ID: 698b9a977a967eddb76ff3b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C-VLD Wasserstein Distance: 389.62. Result ID: 698b9a977a967eddb76ff3b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LDM Wasserstein Distance: 402.32. Result ID: 698b9a977a967eddb76ff3ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CVAE Wasserstein Distance: 484.56. Result ID: 698b9a977a967eddb76ff3bc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VDM Wasserstein Distance: 2478.35. Result ID: 698b9a977a967eddb76ff3bb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CINN Wasserstein Distance: 3009.08. Result ID: 698b9a977a967eddb76ff3bd. [Reporting paper]() [Method origin 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.