# Neural Network Verification on cifar100 VNN-COMP 2024

Source: [Neural Network Verification on cifar100 VNN-COMP 2024](<https://www.sota2.com/research/sota/neural-network-verification-on-cifar100-vnn-comp-2024>)

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

Data updated: 2026-02-26T06:08:15.061Z

Evaluation of Neural Network Verification performance on the cifar100 VNN-COMP 2024 dataset, reporting verification time and the count of verified properties.

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 | Neural Network Verification |
| Dataset (including any stated split) | cifar100 VNN-COMP 2024 |
| Metric | Verified Properties Count |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Verified Properties Count](<https://www.sota2.com/research/sota/neural-network-verification-on-cifar100-vnn-comp-2024.md?metric=Verified%20Properties%20Count>): Higher is better; unit: SCALAR.

- [Verification Time (s)](<https://www.sota2.com/research/sota/neural-network-verification-on-cifar100-vnn-comp-2024.md?metric=Verification%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Verified Properties Count | Result date | Report paper |
| --- | --- | --- | --- |
| BICCOS | 125 | Not recorded | 68fa5cc91e209131ce9d452a |
| beta-CROWN | 119 | Not recorded | 68fa5cc91e209131ce9d452a |
| GCP-CROWN | 119 | Not recorded | 68fa5cc91e209131ce9d452a |
| PyRAT | 68 | Not recorded | 68fa5cc91e209131ce9d452a |
| Marabou | 0 | Not recorded | 68fa5cc91e209131ce9d452a |

### BICCOS

Verified Properties Count: 125. Result ID: 698bb7e17a967eddb770d78a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5cc91e209131ce9d452a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5cc91e209131ce9d452a.md>)

[Implementation](<https://github.com/Lemutisme/BICCOS>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### beta-CROWN

Verified Properties Count: 119. Result ID: 698bb7e17a967eddb770d788.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5cc91e209131ce9d452a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65031e209131cea07e5a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GCP-CROWN

Verified Properties Count: 119. Result ID: 698bb7e17a967eddb770d789.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5cc91e209131ce9d452a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59d41e209131ce9baab1.md>)

Recorded evaluation configuration: {"MIP cuts":true}. This record does not assert independent reproduction.

### PyRAT

Verified Properties Count: 68. Result ID: 698bb7e17a967eddb770d787.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5cc91e209131ce9d452a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cda1e209131cea36492.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Marabou

Verified Properties Count: 0. Result ID: 698bb7e17a967eddb770d786.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5cc91e209131ce9d452a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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