# Personalized PageRank on econ-beaflw

Source: [Personalized PageRank on econ-beaflw](<https://www.sota2.com/research/sota/personalized-pagerank-on-econ-beaflw>)

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

Data updated: 2026-02-26T05:42:34.630Z

Evaluation of the execution time required for models performing Personalized PageRank on the econ-beaflw dataset.

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 | Personalized PageRank |
| Dataset (including any stated split) | econ-beaflw |
| Metric | Execution Time |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Execution Time](<https://www.sota2.com/research/sota/personalized-pagerank-on-econ-beaflw.md?metric=Execution%20Time>): Lower is better; unit: TIME.

## Recorded results

| Method | Execution Time | Result date | Report paper |
| --- | --- | --- | --- |
| mosek | 0.16 | Not recorded | 68fa5c9b1e209131ce9d2983 |
| rAPDPro | 18.42 | Not recorded | 68fa5c9b1e209131ce9d2983 |
| msAPD | 66.7 | Not recorded | 68fa5c9b1e209131ce9d2983 |
| APD | 72.28 | Not recorded | 68fa5c9b1e209131ce9d2983 |
| APD+restart | 87.12 | Not recorded | 68fa5c9b1e209131ce9d2983 |
| Mirror-Prox | 116.13 | Not recorded | 68fa5c9b1e209131ce9d2983 |

### mosek

Execution Time: 0.16. Result ID: 698bb70d7a967eddb770d255.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9b1e209131ce9d2983.md>)

Recorded evaluation configuration: {"Convergence Criterion":"\< 10^-3","Met Convergence Criteria":true}. This record does not assert independent reproduction.

### rAPDPro

Execution Time: 18.42. Result ID: 698bb70d7a967eddb770d252.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9b1e209131ce9d2983.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c9b1e209131ce9d2983.md>)

Recorded evaluation configuration: {"Convergence Criterion":"\< 10^-3","Met Convergence Criteria":true}. This record does not assert independent reproduction.

### msAPD

Execution Time: 66.7. Result ID: 698bb70d7a967eddb770d254.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9b1e209131ce9d2983.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c9b1e209131ce9d2983.md>)

Recorded evaluation configuration: {"Convergence Criterion":"\< 10^-3","Met Convergence Criteria":true}. This record does not assert independent reproduction.

### APD

Execution Time: 72.28. Result ID: 698bb70d7a967eddb770d250.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9b1e209131ce9d2983.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57711e209131ce9a54b6.md>)

Recorded evaluation configuration: {"Convergence Criterion":"\< 10^-3","Met Convergence Criteria":false}. This record does not assert independent reproduction.

### APD+restart

Execution Time: 87.12. Result ID: 698bb70d7a967eddb770d251.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9b1e209131ce9d2983.md>)

Recorded evaluation configuration: {"Convergence Criterion":"\< 10^-3","Met Convergence Criteria":false}. This record does not assert independent reproduction.

### Mirror-Prox

Execution Time: 116.13. Result ID: 698bb70d7a967eddb770d253.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9b1e209131ce9d2983.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa50e71e209131ce96f636.md>)

Recorded evaluation configuration: {"Convergence Criterion":"\< 10^-3","Met Convergence Criteria":false}. This record does not assert independent reproduction.

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