# Privacy-preserving neural network inference on VGG (inference)

Source: [Privacy-preserving neural network inference on VGG (inference)](<https://www.sota2.com/research/sota/privacy-preserving-neural-network-inference-on-vgg-inference>)

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

Data updated: 2026-03-16T10:07:41.407Z

Evaluation of communication overhead (MiB) and latency (seconds) for privacy-preserving inference execution using the VGG model architecture.

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 | Privacy-preserving neural network inference |
| Dataset (including any stated split) | VGG (inference) |
| Metric | Inference Latency (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| 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

- [Inference Latency (s)](<https://www.sota2.com/research/sota/privacy-preserving-neural-network-inference-on-vgg-inference.md?metric=Inference%20Latency%20(s)>): Lower is better; unit: TIME.

- [Communication Overhead (MiB)](<https://www.sota2.com/research/sota/privacy-preserving-neural-network-inference-on-vgg-inference.md?metric=Communication%20Overhead%20(MiB)>): Lower is better; unit: SIZE.

- [Communication Speedup](<https://www.sota2.com/research/sota/privacy-preserving-neural-network-inference-on-vgg-inference.md?metric=Communication%20Speedup>): Higher is better; unit: SCALAR.

- [Inference Latency Speedup](<https://www.sota2.com/research/sota/privacy-preserving-neural-network-inference-on-vgg-inference.md?metric=Inference%20Latency%20Speedup>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Inference Latency (s) | Result date | Report paper |
| --- | --- | --- | --- |
| PrivQJ | 25.6 | Not recorded | 69b78e740636e5bf4afbdb66 |
| PrivQJ | 25.6 | Not recorded | 69b78e740636e5bf4afbdb66 |
| PrivQJ | 27 | Not recorded | 69b78e740636e5bf4afbdb66 |
| FIT \[14\] | 28.4 | Not recorded | 69b78e740636e5bf4afbdb66 |
| PrivQJ | 238 | Not recorded | 69b78e740636e5bf4afbdb66 |
| PrivQJ | 238 | Not recorded | 69b78e740636e5bf4afbdb66 |
| PrivQJ | 262.5 | Not recorded | 69b78e740636e5bf4afbdb66 |
| FIT \[14\] | 268 | Not recorded | 69b78e740636e5bf4afbdb66 |
| \[14\] | 796 | Not recorded | 69b78e740636e5bf4afbdb66 |
| FIT | 796 | Not recorded | 69b78e740636e5bf4afbdb66 |
| \[14\] | 1160 | Not recorded | 69b78e740636e5bf4afbdb66 |
| FIT | 1160 | Not recorded | 69b78e740636e5bf4afbdb66 |
| \[10\] | 1326 | Not recorded | 69b78e740636e5bf4afbdb66 |
| \[10\] | 1326 | Not recorded | 69b78e740636e5bf4afbdb66 |
| \[10\] | 1326 | Not recorded | 69b78e740636e5bf4afbdb66 |
| \[10\] | 1953 | Not recorded | 69b78e740636e5bf4afbdb66 |
| \[10\] | 1953 | Not recorded | 69b78e740636e5bf4afbdb66 |
| \[10\] | 1954 | Not recorded | 69b78e740636e5bf4afbdb66 |

### PrivQJ

Inference Latency (s): 25.6. Result ID: 69b7d66b47f34ce924a0127b.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Setting":"LAN"}. This record does not assert independent reproduction.

### PrivQJ

Inference Latency (s): 25.6. Result ID: 69b7d66b47f34ce924a01301.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Setting":"LAN"}. This record does not assert independent reproduction.

### PrivQJ

Inference Latency (s): 27. Result ID: 69b7d66b47f34ce924a01179.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Environment":"LAN","Cost Type":"Online"}. This record does not assert independent reproduction.

### FIT \[14\]

Inference Latency (s): 28.4. Result ID: 69b7d66b47f34ce924a01178.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Environment":"LAN","Cost Type":"Online"}. This record does not assert independent reproduction.

### PrivQJ

Inference Latency (s): 238. Result ID: 69b7d66b47f34ce924a0127e.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Setting":"WAN1"}. This record does not assert independent reproduction.

### PrivQJ

Inference Latency (s): 238. Result ID: 69b7d66b47f34ce924a01304.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Setting":"WAN1"}. This record does not assert independent reproduction.

### PrivQJ

Inference Latency (s): 262.5. Result ID: 69b7d66b47f34ce924a0117c.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Environment":"WAN1","Cost Type":"Online"}. This record does not assert independent reproduction.

### FIT \[14\]

Inference Latency (s): 268. Result ID: 69b7d66b47f34ce924a0117b.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Environment":"WAN1","Cost Type":"Online"}. This record does not assert independent reproduction.

### \[14\]

Inference Latency (s): 796. Result ID: 69b7d66b47f34ce924a0127a.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Setting":"LAN"}. This record does not assert independent reproduction.

### FIT

Inference Latency (s): 796. Result ID: 69b7d66b47f34ce924a01300.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Setting":"LAN"}. This record does not assert independent reproduction.

### \[14\]

Inference Latency (s): 1160. Result ID: 69b7d66b47f34ce924a0127d.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Setting":"WAN1"}. This record does not assert independent reproduction.

### FIT

Inference Latency (s): 1160. Result ID: 69b7d66b47f34ce924a01303.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

Recorded evaluation configuration: {"Network Setting":"WAN1"}. This record does not assert independent reproduction.

### \[10\]

Inference Latency (s): 1326. Result ID: 69b7d66b47f34ce924a01177.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687f1e209131cea1c5c9.md>)

Recorded evaluation configuration: {"Network Environment":"LAN","Cost Type":"Online"}. This record does not assert independent reproduction.

### \[10\]

Inference Latency (s): 1326. Result ID: 69b7d66b47f34ce924a01279.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687f1e209131cea1c5c9.md>)

Recorded evaluation configuration: {"Network Setting":"LAN"}. This record does not assert independent reproduction.

### \[10\]

Inference Latency (s): 1326. Result ID: 69b7d66b47f34ce924a012ff.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687f1e209131cea1c5c9.md>)

Recorded evaluation configuration: {"Network Setting":"LAN"}. This record does not assert independent reproduction.

### \[10\]

Inference Latency (s): 1953. Result ID: 69b7d66b47f34ce924a0127c.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687f1e209131cea1c5c9.md>)

Recorded evaluation configuration: {"Network Setting":"WAN1"}. This record does not assert independent reproduction.

### \[10\]

Inference Latency (s): 1953. Result ID: 69b7d66b47f34ce924a01302.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687f1e209131cea1c5c9.md>)

Recorded evaluation configuration: {"Network Setting":"WAN1"}. This record does not assert independent reproduction.

### \[10\]

Inference Latency (s): 1954. Result ID: 69b7d66b47f34ce924a0117a.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e740636e5bf4afbdb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687f1e209131cea1c5c9.md>)

Recorded evaluation configuration: {"Network Environment":"WAN1","Cost Type":"Online"}. This record does not assert independent reproduction.

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