# Counterfactual Generation on Electricity Source: [Counterfactual Generation on Electricity]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:54:57.049Z Evaluation of Counterfactual Generation methods applied to the Electricity dataset, measured using Ratio and S-AUC 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) | Electricity | | 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 | | --- | --- | --- | --- | | ConTex | 96.4 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 94.1 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 94.1 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 94 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 85.9 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 85.8 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 84.2 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 83.8 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 81.4 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 80.9 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 80.7 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 80.5 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 75.8 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 70.5 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 70.5 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 62 | Not recorded | 6a322a59d33dfb23e783ed86 | ### ConTex Ratio: 96.4. Result ID: 6a3252cefbc373592c2fa9dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### ConTex Ratio: 94.1. Result ID: 6a3252cefbc373592c2fa9e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### ConTex Ratio: 94.1. Result ID: 6a3252cefbc373592c2fa9e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### ConTex Ratio: 94. Result ID: 6a3252cefbc373592c2fa9e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### BaseNN Ratio: 85.9. Result ID: 6a3252cefbc373592c2fa9e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### BaseShift Ratio: 85.8. Result ID: 6a3252cefbc373592c2fa9e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### BaseShift Ratio: 84.2. Result ID: 6a3252cefbc373592c2fa9dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### BaseShift Ratio: 83.8. Result ID: 6a3252cefbc373592c2fa9e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### BaseShift Ratio: 81.4. Result ID: 6a3252cefbc373592c2fa9e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### BaseNN Ratio: 80.9. Result ID: 6a3252cefbc373592c2fa9de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### BaseNN Ratio: 80.7. Result ID: 6a3252cefbc373592c2fa9ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### BaseNN Ratio: 80.5. Result ID: 6a3252cefbc373592c2fa9e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 75.8. Result ID: 6a3252cefbc373592c2fa9df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 70.5. Result ID: 6a3252cefbc373592c2fa9db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 70.5. Result ID: 6a3252cefbc373592c2fa9e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 62. Result ID: 6a3252cefbc373592c2fa9e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.