# Worst-case risk optimization on phishing

Source: [Worst-case risk optimization on phishing](<https://www.sota2.com/research/sota/worst-case-risk-optimization-on-phishing>)

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

Data updated: 2026-06-24T07:12:41.942Z

Evaluation of optimization performance on the phishing dataset, focusing on worst-case risk minimization, measured by gradient statistics and execution time.

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 | Worst-case risk optimization |
| Dataset (including any stated split) | phishing |
| Metric | Gradient Magnitude (k) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Gradient Magnitude (k)](<https://www.sota2.com/research/sota/worst-case-risk-optimization-on-phishing.md?metric=Gradient%20Magnitude%20(k)>): Higher is better; unit: SCALAR.

- [Execution Time (s)](<https://www.sota2.com/research/sota/worst-case-risk-optimization-on-phishing.md?metric=Execution%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Gradient Magnitude (k) | Result date | Report paper |
| --- | --- | --- | --- |
| STORM GDA | 403920 | Not recorded | 68fa5d6d1e209131ce9da1a8 |
| HCMM-1 | 18340 | Not recorded | 68fa5d6d1e209131ce9da1a8 |
| HCMM-2 | 18340 | Not recorded | 68fa5d6d1e209131ce9da1a8 |

### STORM GDA

Gradient Magnitude (k): 403920. Result ID: 6a3b834dfbc373592c4354b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5d6d1e209131ce9da1a8.md>)

Recorded evaluation configuration: {"horizon T":"5000"}. This record does not assert independent reproduction.

### HCMM-1

Gradient Magnitude (k): 18340. Result ID: 6a3b834dfbc373592c4354b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5d6d1e209131ce9da1a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5d6d1e209131ce9da1a8.md>)

Recorded evaluation configuration: {"horizon T":"5000"}. This record does not assert independent reproduction.

### HCMM-2

Gradient Magnitude (k): 18340. Result ID: 6a3b834dfbc373592c4354b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5d6d1e209131ce9da1a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5d6d1e209131ce9da1a8.md>)

Recorded evaluation configuration: {"horizon T":"5000"}. This record does not assert independent reproduction.

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