# Location inference attack on gowalla

Source: [Location inference attack on gowalla](<https://www.sota2.com/research/sota/location-inference-attack-on-gowalla>)

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

Data updated: 2026-06-05T08:41:57.165Z

Evaluation of Location Inference Attack performance on the Gowalla dataset, measured using metrics such as Distance (Dist), Accuracy (Acc), and Cost.

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 | Location inference attack |
| Dataset (including any stated split) | gowalla |
| Metric | Distance |
| Unit | SCALAR |
| 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

- [Distance](<https://www.sota2.com/research/sota/location-inference-attack-on-gowalla.md?metric=Distance>): Lower is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/location-inference-attack-on-gowalla.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Cost](<https://www.sota2.com/research/sota/location-inference-attack-on-gowalla.md?metric=Cost>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Distance | Result date | Report paper |
| --- | --- | --- | --- |
| GI-LIA | 20.59 | Not recorded | 6a22589886173ad9c1468b34 |
| GI-LIA | 23.56 | Not recorded | 6a22589886173ad9c1468b34 |
| GI-LIA | 24.55 | Not recorded | 6a22589886173ad9c1468b34 |
| ZO-LIA | 39.2 | Not recorded | 6a22589886173ad9c1468b34 |
| ZO-LIA | 56.03 | Not recorded | 6a22589886173ad9c1468b34 |
| ZO-LIA | 56.83 | Not recorded | 6a22589886173ad9c1468b34 |

### GI-LIA

Distance: 20.59. Result ID: 6a228bd4fbc373592c20a96a.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

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

### GI-LIA

Distance: 23.56. Result ID: 6a228bd4fbc373592c20a96c.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

Recorded evaluation configuration: {"k":"50"}. This record does not assert independent reproduction.

### GI-LIA

Distance: 24.55. Result ID: 6a228bd4fbc373592c20a96b.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

Recorded evaluation configuration: {"k":"30"}. This record does not assert independent reproduction.

### ZO-LIA

Distance: 39.2. Result ID: 6a228bd4fbc373592c20a967.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

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

### ZO-LIA

Distance: 56.03. Result ID: 6a228bd4fbc373592c20a968.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

Recorded evaluation configuration: {"k":"30"}. This record does not assert independent reproduction.

### ZO-LIA

Distance: 56.83. Result ID: 6a228bd4fbc373592c20a969.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22589886173ad9c1468b34.md>)

Recorded evaluation configuration: {"k":"50"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.