# CTR Prediction on Huawei Private Dataset (test)

Source: [CTR Prediction on Huawei Private Dataset (test)](<https://www.sota2.com/research/sota/ctr-prediction-on-huawei-private-dataset-test>)

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

Data updated: 2026-02-26T05:24:25.586Z

Evaluation of Click-Through Rate (CTR) Prediction performance on the test split of the Huawei Private Dataset, measured using AUC, Log Loss, and Relative Improvement.

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 | CTR Prediction |
| Dataset (including any stated split) | Huawei Private Dataset (test) |
| Metric | AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [AUC](<https://www.sota2.com/research/sota/ctr-prediction-on-huawei-private-dataset-test.md?metric=AUC>): Higher is better; unit: SCALAR.

- [Log Loss](<https://www.sota2.com/research/sota/ctr-prediction-on-huawei-private-dataset-test.md?metric=Log%20Loss>): Lower is better; unit: SCALAR.

- [Relative Improvement](<https://www.sota2.com/research/sota/ctr-prediction-on-huawei-private-dataset-test.md?metric=Relative%20Improvement>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| AutoDeepFM(2nd) | 0.8979 | Not recorded | 68fa67d21e209131cea18adc |
| DeepFM | 0.8948 | Not recorded | 68fa67d21e209131cea18adc |
| AutoFM(2nd) | 0.8944 | Not recorded | 68fa67d21e209131cea18adc |
| FFM | 0.8921 | Not recorded | 68fa67d21e209131cea18adc |
| AFM | 0.8915 | Not recorded | 68fa67d21e209131cea18adc |
| FwFM | 0.8897 | Not recorded | 68fa67d21e209131cea18adc |
| FM | 0.888 | Not recorded | 68fa67d21e209131cea18adc |

### AutoDeepFM(2nd)

AUC: 0.8979. Result ID: 698d48198b517eb433205399.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18adc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18adc.md>)

[Implementation](<https://github.com/zhuchenxv/AutoFIS>)

Recorded evaluation configuration: {"top":"15%"}. This record does not assert independent reproduction.

### DeepFM

AUC: 0.8948. Result ID: 698d48198b517eb433205397.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18adc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd2ab.md>)

Recorded evaluation configuration: {"top":"100%"}. This record does not assert independent reproduction.

### AutoFM(2nd)

AUC: 0.8944. Result ID: 698d48198b517eb433205398.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18adc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18adc.md>)

[Implementation](<https://github.com/zhuchenxv/AutoFIS>)

Recorded evaluation configuration: {"top":"37%"}. This record does not assert independent reproduction.

### FFM

AUC: 0.8921. Result ID: 698d48198b517eb433205396.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18adc.md>)

Recorded evaluation configuration: {"top":"100%"}. This record does not assert independent reproduction.

### AFM

AUC: 0.8915. Result ID: 698d48198b517eb433205395.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18adc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a01e209131ce9ffd0f.md>)

Recorded evaluation configuration: {"top":"100%"}. This record does not assert independent reproduction.

### FwFM

AUC: 0.8897. Result ID: 698d48198b517eb433205394.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18adc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d80.md>)

Recorded evaluation configuration: {"top":"100%"}. This record does not assert independent reproduction.

### FM

AUC: 0.888. Result ID: 698d48198b517eb433205393.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18adc.md>)

Recorded evaluation configuration: {"top":"100%"}. This record does not assert independent reproduction.

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