# Image Classification on CIFAR-100 (AULC Metrics)

Source: [Image Classification on CIFAR-100 (AULC Metrics)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-aulc-metrics>)

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

Data updated: 2026-02-26T05:25:36.175Z

Evaluation of Image Classification performance on the CIFAR-100 dataset using Area Under the Loss Curve (AULC) metrics across various alpha parameters (0.1, 0.5, 1.0).

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 | Image Classification |
| Dataset (including any stated split) | CIFAR-100 |
| Metric | AULC (alpha=0.1) |
| Unit | SCALAR |
| Direction | Lower 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

- [AULC (alpha=0.1)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-aulc-metrics.md?metric=AULC%20(alpha%3D0.1)>): Lower is better; unit: SCALAR.

- [AULC (alpha=0.5)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-aulc-metrics.md?metric=AULC%20(alpha%3D0.5)>): Lower is better; unit: SCALAR.

- [AULC (alpha=1.0)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-aulc-metrics.md?metric=AULC%20(alpha%3D1.0)>): Lower is better; unit: SCALAR.

- [Average AULC](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-aulc-metrics.md?metric=Average%20AULC>): Lower is better; unit: SCALAR.

## Recorded results

| Method | AULC (alpha=0.1) | Result date | Report paper |
| --- | --- | --- | --- |
| FedPAC | 0.46 | Not recorded | 6995477a09c33900fcd6d529 |
| FedAsync | 1.109 | Not recorded | 6995477a09c33900fcd6d529 |
| FedFa | 1.194 | Not recorded | 6995477a09c33900fcd6d529 |
| FedBuff (Base) | 1.93 | Not recorded | 6995477a09c33900fcd6d529 |
| FedAvg | 1.996 | Not recorded | 6995477a09c33900fcd6d529 |
| CA2FL | 2.192 | Not recorded | 6995477a09c33900fcd6d529 |
| FedPSA | 2.472 | Not recorded | 6995477a09c33900fcd6d529 |

### FedPAC

AULC (alpha=0.1): 0.46. Result ID: 699ac1e55698665ec4501665.

[Reporting paper](<https://www.sota2.com/research/paper/6995477a09c33900fcd6d529.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc81e209131cea4759f.md>)

Recorded evaluation configuration: {"Virtual Time":"10 days"}. This record does not assert independent reproduction.

### FedAsync

AULC (alpha=0.1): 1.109. Result ID: 699ac1e55698665ec4501662.

[Reporting paper](<https://www.sota2.com/research/paper/6995477a09c33900fcd6d529.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68de1e209131cea1ed76.md>)

Recorded evaluation configuration: {"Virtual Time":"10 days"}. This record does not assert independent reproduction.

### FedFa

AULC (alpha=0.1): 1.194. Result ID: 699ac1e55698665ec4501664.

[Reporting paper](<https://www.sota2.com/research/paper/6995477a09c33900fcd6d529.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f61e209131cea5995f.md>)

Recorded evaluation configuration: {"Virtual Time":"10 days"}. This record does not assert independent reproduction.

### FedBuff (Base)

AULC (alpha=0.1): 1.93. Result ID: 699ac1e55698665ec4501660.

[Reporting paper](<https://www.sota2.com/research/paper/6995477a09c33900fcd6d529.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea31535.md>)

Recorded evaluation configuration: {"Virtual Time":"10 days"}. This record does not assert independent reproduction.

### FedAvg

AULC (alpha=0.1): 1.996. Result ID: 699ac1e55698665ec4501661.

[Reporting paper](<https://www.sota2.com/research/paper/6995477a09c33900fcd6d529.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

Recorded evaluation configuration: {"Virtual Time":"10 days"}. This record does not assert independent reproduction.

### CA2FL

AULC (alpha=0.1): 2.192. Result ID: 699ac1e55698665ec4501663.

[Reporting paper](<https://www.sota2.com/research/paper/6995477a09c33900fcd6d529.md>)

Recorded evaluation configuration: {"Virtual Time":"10 days"}. This record does not assert independent reproduction.

### FedPSA

AULC (alpha=0.1): 2.472. Result ID: 699ac1e55698665ec4501666.

[Reporting paper](<https://www.sota2.com/research/paper/6995477a09c33900fcd6d529.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6995477a09c33900fcd6d529.md>)

Recorded evaluation configuration: {"Virtual Time":"10 days"}. This record does not assert independent reproduction.

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