# Counterfactual Generation on NN5 (Compactness, Proximity) Source: [Counterfactual Generation on NN5 (Compactness, Proximity)]() Collection index: [llms.txt]() Data updated: 2026-06-17T08:01:46.330Z Evaluation of Counterfactual Generation methods applied to the NN5 dataset, measured using Compactness and Proximity metrics. 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 | Counterfactual Generation | | Dataset (including any stated split) | NN5 | | Metric | Compactness | | 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 - [Compactness](): Higher is better; unit: SCALAR. - [Proximity](): Higher is better; unit: SCALAR. ## Recorded results | Method | Compactness | Result date | Report paper | | --- | --- | --- | --- | | ConTex | 0.582 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 0.46 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 0.455 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 0.447 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 0.366 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 0.314 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 0.268 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 0.249 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 0.046 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 0.041 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 0.034 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 0.031 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 0.031 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 0.031 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 0.031 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 0.03 | Not recorded | 6a322a59d33dfb23e783ed86 | ### ConTex Compactness: 0.582. Result ID: 6a3252cefbc373592c2faa14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction. ### ForecastCF Compactness: 0.46. Result ID: 6a3252cefbc373592c2faa13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction. ### ForecastCF Compactness: 0.455. Result ID: 6a3252cefbc373592c2faa0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction. ### ConTex Compactness: 0.447. Result ID: 6a3252cefbc373592c2faa10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction. ### ForecastCF Compactness: 0.366. Result ID: 6a3252cefbc373592c2faa0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction. ### ConTex Compactness: 0.314. Result ID: 6a3252cefbc373592c2faa0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction. ### ForecastCF Compactness: 0.268. Result ID: 6a3252cefbc373592c2faa17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction. ### ConTex Compactness: 0.249. Result ID: 6a3252cefbc373592c2faa18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction. ### BaseNN Compactness: 0.046. Result ID: 6a3252cefbc373592c2faa1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction. ### BaseNN Compactness: 0.041. Result ID: 6a3252cefbc373592c2faa12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction. ### BaseNN Compactness: 0.034. Result ID: 6a3252cefbc373592c2faa0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction. ### BaseShift Compactness: 0.031. Result ID: 6a3252cefbc373592c2faa0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction. ### BaseShift Compactness: 0.031. Result ID: 6a3252cefbc373592c2faa11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction. ### BaseShift Compactness: 0.031. Result ID: 6a3252cefbc373592c2faa15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction. ### BaseShift Compactness: 0.031. Result ID: 6a3252cefbc373592c2faa19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction. ### BaseNN Compactness: 0.03. Result ID: 6a3252cefbc373592c2faa16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.