# Counterfactual Generation on M4 (Compactness, Proximity) Source: [Counterfactual Generation on M4 (Compactness, Proximity)]() Collection index: [llms.txt]() Data updated: 2026-06-17T08:01:46.468Z Evaluation of Counterfactual Generation methods applied to the M4 dataset, measured using Compactness and Proximity. 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) | M4 | | Metric | Compactness | | 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 - [Compactness](): Higher is better; unit: PERCENT. - [Proximity](): Higher is better; unit: SCALAR. ## Recorded results | Method | Compactness | Result date | Report paper | | --- | --- | --- | --- | | ConTex | 97.7 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 97.7 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 97.4 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 94.8 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 86.2 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 78.9 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 76.5 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 73 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 68.7 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 59.5 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 58.6 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 57 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 3.4 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 3.4 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 3.3 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 3.3 | Not recorded | 6a322a59d33dfb23e783ed86 | ### ConTex Compactness: 97.7. Result ID: 6a3252cefbc373592c2faa40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction. ### ConTex Compactness: 97.7. Result ID: 6a3252cefbc373592c2faa44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction. ### ConTex Compactness: 97.4. Result ID: 6a3252cefbc373592c2faa3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction. ### ConTex Compactness: 94.8. Result ID: 6a3252cefbc373592c2faa48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction. ### ForecastCF Compactness: 86.2. Result ID: 6a3252cefbc373592c2faa3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction. ### BaseNN Compactness: 78.9. Result ID: 6a3252cefbc373592c2faa3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction. ### ForecastCF Compactness: 76.5. Result ID: 6a3252cefbc373592c2faa43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction. ### ForecastCF Compactness: 73. Result ID: 6a3252cefbc373592c2faa47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction. ### ForecastCF Compactness: 68.7. Result ID: 6a3252cefbc373592c2faa3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction. ### BaseNN Compactness: 59.5. Result ID: 6a3252cefbc373592c2faa42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction. ### BaseNN Compactness: 58.6. Result ID: 6a3252cefbc373592c2faa46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction. ### BaseNN Compactness: 57. Result ID: 6a3252cefbc373592c2faa4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction. ### BaseShift Compactness: 3.4. Result ID: 6a3252cefbc373592c2faa3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction. ### BaseShift Compactness: 3.4. Result ID: 6a3252cefbc373592c2faa45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction. ### BaseShift Compactness: 3.3. Result ID: 6a3252cefbc373592c2faa41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction. ### BaseShift Compactness: 3.3. Result ID: 6a3252cefbc373592c2faa49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.