# Fault Recovery on Failure-Dataset-OpenStack (test)

Source: [Fault Recovery on Failure-Dataset-OpenStack (test)](<https://www.sota2.com/research/sota/fault-recovery-on-failure-dataset-openstack-test>)

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

Data updated: 2026-07-03T06:51:02.600Z

Evaluation of system performance on fault recovery scenarios using the test split of the Failure-Dataset-OpenStack, measured by Average Recovery 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 | Fault Recovery |
| Dataset (including any stated split) | Failure-Dataset-OpenStack (test) |
| Metric | Average Recovery Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [Average Recovery Time (s)](<https://www.sota2.com/research/sota/fault-recovery-on-failure-dataset-openstack-test.md?metric=Average%20Recovery%20Time%20(s)>): Lower is better; unit: TIME.

- [Recovery Time Improvement (%)](<https://www.sota2.com/research/sota/fault-recovery-on-failure-dataset-openstack-test.md?metric=Recovery%20Time%20Improvement%20(%25)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Average Recovery Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| PASE | 72 | Not recorded | 6a474208143ebdcacacc5be0 |
| IFSHM | 85 | Not recorded | 6a474208143ebdcacacc5be0 |
| Deformable DETR-FD | 105 | Not recorded | 6a474208143ebdcacacc5be0 |
| GCN-FR | 115 | Not recorded | 6a474208143ebdcacacc5be0 |

### PASE

Average Recovery Time (s): 72. Result ID: 6a475bd660b88bb339923529.

[Reporting paper](<https://www.sota2.com/research/paper/6a474208143ebdcacacc5be0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a474208143ebdcacacc5be0.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA-2-7B","Fine-tuning":"LoRA","Optimization Algorithm":"Soft Actor-Critic (SAC)"}. This record does not assert independent reproduction.

### IFSHM

Average Recovery Time (s): 85. Result ID: 6a475bd660b88bb33992352a.

[Reporting paper](<https://www.sota2.com/research/paper/6a474208143ebdcacacc5be0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792cc.md>)

Recorded evaluation configuration: {"Type":"Baseline"}. This record does not assert independent reproduction.

### Deformable DETR-FD

Average Recovery Time (s): 105. Result ID: 6a475bd660b88bb33992352b.

[Reporting paper](<https://www.sota2.com/research/paper/6a474208143ebdcacacc5be0.md>)

Recorded evaluation configuration: {"Approach":"Time-series anomaly detection"}. This record does not assert independent reproduction.

### GCN-FR

Average Recovery Time (s): 115. Result ID: 6a475bd660b88bb33992352c.

[Reporting paper](<https://www.sota2.com/research/paper/6a474208143ebdcacacc5be0.md>)

Recorded evaluation configuration: {"Approach":"Dependency graph reasoning"}. This record does not assert independent reproduction.

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