# Counterfactual Generation on M4 Source: [Counterfactual Generation on M4]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:54:57.160Z Evaluation of Counterfactual Generation methods applied to the M4 dataset, measured using Ratio and S-AUC. 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 | Ratio | | 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 - [Ratio](): Higher is better; unit: PERCENT. - [S-AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Ratio | Result date | Report paper | | --- | --- | --- | --- | | BaseNN | 100 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 100 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 100 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 100 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 99.7 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 99.7 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 99.7 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 99.6 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 99.6 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 99.5 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 99.5 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 97 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 84.7 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 83.6 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 82.7 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 70.7 | Not recorded | 6a322a59d33dfb23e783ed86 | ### BaseNN Ratio: 100. Result ID: 6a3252cefbc373592c2fa9fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### BaseNN Ratio: 100. Result ID: 6a3252cefbc373592c2faa02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### BaseNN Ratio: 100. Result ID: 6a3252cefbc373592c2faa06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### BaseNN Ratio: 100. Result ID: 6a3252cefbc373592c2faa0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### ConTex Ratio: 99.7. Result ID: 6a3252cefbc373592c2fa9fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### ConTex Ratio: 99.7. Result ID: 6a3252cefbc373592c2faa00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### ConTex Ratio: 99.7. Result ID: 6a3252cefbc373592c2faa04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### BaseShift Ratio: 99.6. Result ID: 6a3252cefbc373592c2fa9fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### BaseShift Ratio: 99.6. Result ID: 6a3252cefbc373592c2faa01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### BaseShift Ratio: 99.5. Result ID: 6a3252cefbc373592c2faa05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### BaseShift Ratio: 99.5. Result ID: 6a3252cefbc373592c2faa09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### ConTex Ratio: 97. Result ID: 6a3252cefbc373592c2faa08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 84.7. Result ID: 6a3252cefbc373592c2fa9ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 83.6. Result ID: 6a3252cefbc373592c2faa03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 82.7. Result ID: 6a3252cefbc373592c2faa07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 70.7. Result ID: 6a3252cefbc373592c2fa9fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.