# Zero-knowledge proof generation on MLP Proving

Source: [Zero-knowledge proof generation on MLP Proving](<https://www.sota2.com/research/sota/zero-knowledge-proof-generation-on-mlp-proving>)

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

Data updated: 2026-03-20T08:14:49.860Z

Evaluation of zero-knowledge proof generation performance on the MLP Proving dataset, focusing on computational efficiency metrics like proving time and speedup.

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 | Zero-knowledge proof generation |
| Dataset (including any stated split) | MLP Proving |
| Metric | Proving Time (s) |
| 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

- [Proving Time (s)](<https://www.sota2.com/research/sota/zero-knowledge-proof-generation-on-mlp-proving.md?metric=Proving%20Time%20(s)>): Lower is better; unit: TIME.

- [Speedup](<https://www.sota2.com/research/sota/zero-knowledge-proof-generation-on-mlp-proving.md?metric=Speedup>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Proving Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| NanoZK | 32 | Not recorded | 69bcd4890636e5bf4afc29c8 |
| NanoZK | 33 | Not recorded | 69bcd4890636e5bf4afc29c8 |
| NanoZK | 34 | Not recorded | 69bcd4890636e5bf4afc29c8 |
| EZKL | 117 | Not recorded | 69bcd4890636e5bf4afc29c8 |
| EZKL | 938 | Not recorded | 69bcd4890636e5bf4afc29c8 |
| EZKL | 7503 | Not recorded | 69bcd4890636e5bf4afc29c8 |

### NanoZK

Proving Time (s): 32. Result ID: 69bd01ef47f34ce924a6f1fe.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4890636e5bf4afc29c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4890636e5bf4afc29c8.md>)

Recorded evaluation configuration: {"Config":"MLP-256"}. This record does not assert independent reproduction.

### NanoZK

Proving Time (s): 33. Result ID: 69bd01ef47f34ce924a6f200.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4890636e5bf4afc29c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4890636e5bf4afc29c8.md>)

Recorded evaluation configuration: {"Config":"MLP-512"}. This record does not assert independent reproduction.

### NanoZK

Proving Time (s): 34. Result ID: 69bd01ef47f34ce924a6f1fc.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4890636e5bf4afc29c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4890636e5bf4afc29c8.md>)

Recorded evaluation configuration: {"Config":"MLP-128"}. This record does not assert independent reproduction.

### EZKL

Proving Time (s): 117. Result ID: 69bd01ef47f34ce924a6f1fd.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4890636e5bf4afc29c8.md>)

Recorded evaluation configuration: {"Config":"MLP-128"}. This record does not assert independent reproduction.

### EZKL

Proving Time (s): 938. Result ID: 69bd01ef47f34ce924a6f1ff.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4890636e5bf4afc29c8.md>)

Recorded evaluation configuration: {"Config":"MLP-256"}. This record does not assert independent reproduction.

### EZKL

Proving Time (s): 7503. Result ID: 69bd01ef47f34ce924a6f201.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4890636e5bf4afc29c8.md>)

Recorded evaluation configuration: {"Config":"MLP-512"}. This record does not assert independent reproduction.

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