# Counterfactual Generation on Electricity (Compactness and Proximity Metrics)

Source: [Counterfactual Generation on Electricity (Compactness and Proximity Metrics)](<https://www.sota2.com/research/sota/counterfactual-generation-on-electricity-compactness-and-proximity-metrics>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-17T08:01:46.385Z

Evaluation of Counterfactual Generation methods applied to the Electricity dataset, specifically measuring the Compactness and Proximity of generated counterfactuals.

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 | Compactness |
| Unit | SCALAR |
| Direction | Lower 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](<https://www.sota2.com/research/sota/counterfactual-generation-on-electricity-compactness-and-proximity-metrics.md?metric=Compactness>): Lower is better; unit: SCALAR.

- [Proximity](<https://www.sota2.com/research/sota/counterfactual-generation-on-electricity-compactness-and-proximity-metrics.md?metric=Proximity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Compactness | Result date | Report paper |
| --- | --- | --- | --- |
| BaseShift | 0.018 | Not recorded | 6a322a59d33dfb23e783ed86 |
| BaseShift | 0.018 | Not recorded | 6a322a59d33dfb23e783ed86 |
| BaseShift | 0.019 | Not recorded | 6a322a59d33dfb23e783ed86 |
| BaseShift | 0.024 | Not recorded | 6a322a59d33dfb23e783ed86 |
| BaseNN | 0.075 | Not recorded | 6a322a59d33dfb23e783ed86 |
| BaseNN | 0.078 | Not recorded | 6a322a59d33dfb23e783ed86 |
| BaseNN | 0.08 | Not recorded | 6a322a59d33dfb23e783ed86 |
| BaseNN | 0.086 | Not recorded | 6a322a59d33dfb23e783ed86 |
| ForecastCF | 0.258 | Not recorded | 6a322a59d33dfb23e783ed86 |
| ForecastCF | 0.263 | Not recorded | 6a322a59d33dfb23e783ed86 |
| ForecastCF | 0.275 | Not recorded | 6a322a59d33dfb23e783ed86 |
| ForecastCF | 0.278 | Not recorded | 6a322a59d33dfb23e783ed86 |
| ConTex | 0.45 | Not recorded | 6a322a59d33dfb23e783ed86 |
| ConTex | 0.607 | Not recorded | 6a322a59d33dfb23e783ed86 |
| ConTex | 0.69 | Not recorded | 6a322a59d33dfb23e783ed86 |
| ConTex | 0.765 | Not recorded | 6a322a59d33dfb23e783ed86 |

### BaseShift

Compactness: 0.018. Result ID: 6a3252cefbc373592c2faa21.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction.

### BaseShift

Compactness: 0.018. Result ID: 6a3252cefbc373592c2faa25.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction.

### BaseShift

Compactness: 0.019. Result ID: 6a3252cefbc373592c2faa29.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction.

### BaseShift

Compactness: 0.024. Result ID: 6a3252cefbc373592c2faa1d.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction.

### BaseNN

Compactness: 0.075. Result ID: 6a3252cefbc373592c2faa26.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction.

### BaseNN

Compactness: 0.078. Result ID: 6a3252cefbc373592c2faa1e.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction.

### BaseNN

Compactness: 0.08. Result ID: 6a3252cefbc373592c2faa2a.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction.

### BaseNN

Compactness: 0.086. Result ID: 6a3252cefbc373592c2faa22.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction.

### ForecastCF

Compactness: 0.258. Result ID: 6a3252cefbc373592c2faa27.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction.

### ForecastCF

Compactness: 0.263. Result ID: 6a3252cefbc373592c2faa23.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction.

### ForecastCF

Compactness: 0.275. Result ID: 6a3252cefbc373592c2faa1f.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction.

### ForecastCF

Compactness: 0.278. Result ID: 6a3252cefbc373592c2faa1b.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db73.md>)

Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction.

### ConTex

Compactness: 0.45. Result ID: 6a3252cefbc373592c2faa1c.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

Recorded evaluation configuration: {"Backbone":"PatchTST"}. This record does not assert independent reproduction.

### ConTex

Compactness: 0.607. Result ID: 6a3252cefbc373592c2faa24.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

Recorded evaluation configuration: {"Backbone":"DLinear"}. This record does not assert independent reproduction.

### ConTex

Compactness: 0.69. Result ID: 6a3252cefbc373592c2faa28.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

Recorded evaluation configuration: {"Backbone":"TiDE"}. This record does not assert independent reproduction.

### ConTex

Compactness: 0.765. Result ID: 6a3252cefbc373592c2faa20.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a59d33dfb23e783ed86.md>)

Recorded evaluation configuration: {"Backbone":"N-HiTS"}. This record does not assert independent reproduction.

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