# Personalized PageRank on DD68

Source: [Personalized PageRank on DD68](<https://www.sota2.com/research/sota/personalized-pagerank-on-dd68>)

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

Data updated: 2026-02-26T06:06:27.043Z

Evaluation of Personalized PageRank performance on the DD68 dataset, focusing on 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 | Personalized PageRank |
| Dataset (including any stated split) | DD68 |
| Metric | 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

- [Time](<https://www.sota2.com/research/sota/personalized-pagerank-on-dd68.md?metric=Time>): Lower is better; unit: TIME.

## Recorded results

| Method | Time | Result date | Report paper |
| --- | --- | --- | --- |
| mosek | 0.24 | Not recorded | 68fa5c9b1e209131ce9d2983 |
| msAPD | 15.69 | Not recorded | 68fa5c9b1e209131ce9d2983 |
| APD+restart | 19.07 | Not recorded | 68fa5c9b1e209131ce9d2983 |
| rAPDPro | 22.35 | Not recorded | 68fa5c9b1e209131ce9d2983 |
| APD | 36.55 | Not recorded | 68fa5c9b1e209131ce9d2983 |
| Mirror-Prox | 67.73 | Not recorded | 68fa5c9b1e209131ce9d2983 |

### mosek

Time: 0.24. Result ID: 698bb70d7a967eddb770d261.

[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.

### msAPD

Time: 15.69. Result ID: 698bb70d7a967eddb770d260.

[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+restart

Time: 19.07. Result ID: 698bb70d7a967eddb770d25d.

[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

Time: 22.35. Result ID: 698bb70d7a967eddb770d25e.

[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

Time: 36.55. Result ID: 698bb70d7a967eddb770d25c.

[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.

### Mirror-Prox

Time: 67.73. Result ID: 698bb70d7a967eddb770d25f.

[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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