# Position Error Mitigation on U-blox 10 FM Jamming

Source: [Position Error Mitigation on U-blox 10 FM Jamming](<https://www.sota2.com/research/sota/position-error-mitigation-on-u-blox-10-fm-jamming>)

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

Data updated: 2026-03-25T15:37:12.477Z

Evaluation of position error mitigation performance using Mean Absolute Error (MAE), Standard Deviation (SD), and Error Reduction percentage on the U-blox 10 FM Jamming dataset.

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 | Position Error Mitigation |
| Dataset (including any stated split) | U-blox 10 FM Jamming |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 30 of 30 |
| 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

- [MAE](<https://www.sota2.com/research/sota/position-error-mitigation-on-u-blox-10-fm-jamming.md?metric=MAE>): Lower is better; unit: SCALAR.

- [SD](<https://www.sota2.com/research/sota/position-error-mitigation-on-u-blox-10-fm-jamming.md?metric=SD>): Lower is better; unit: SCALAR.

- [Error Reduction (%)](<https://www.sota2.com/research/sota/position-error-mitigation-on-u-blox-10-fm-jamming.md?metric=Error%20Reduction%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| JaGuard | 1.51 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer | 1.56 | Not recorded | 68fa7b6c1e209131cea88576 |
| JaGuard | 1.87 | Not recorded | 68fa7b6c1e209131cea88576 |
| JaGuard | 2.12 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer + LSTM | 2.18 | Not recorded | 68fa7b6c1e209131cea88576 |
| JaGuard | 2.38 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer | 2.77 | Not recorded | 68fa7b6c1e209131cea88576 |
| JaGuard | 3 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer + LSTM | 3.27 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer + LSTM | 3.38 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer | 3.4 | Not recorded | 68fa7b6c1e209131cea88576 |
| TSMixer | 3.6 | Not recorded | 68fa7b6c1e209131cea88576 |
| JaGuard | 4.03 | Not recorded | 68fa7b6c1e209131cea88576 |
| TSMixer | 4.16 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer + LSTM | 4.93 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer | 5.04 | Not recorded | 68fa7b6c1e209131cea88576 |
| TSMixer | 5.97 | Not recorded | 68fa7b6c1e209131cea88576 |
| TSMixer | 6.09 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer | 6.93 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer | 7.12 | Not recorded | 68fa7b6c1e209131cea88576 |
| TSMixer | 7.37 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer + LSTM | 8.32 | Not recorded | 68fa7b6c1e209131cea88576 |
| Set Transformer + LSTM | 8.61 | Not recorded | 68fa7b6c1e209131cea88576 |
| TSMixer | 9.48 | Not recorded | 68fa7b6c1e209131cea88576 |
| GCNN | 23.39 | Not recorded | 68fa7b6c1e209131cea88576 |
| GCNN | 32.2 | Not recorded | 68fa7b6c1e209131cea88576 |
| GCNN | 35.36 | Not recorded | 68fa7b6c1e209131cea88576 |
| GCNN | 36.72 | Not recorded | 68fa7b6c1e209131cea88576 |
| GCNN | 47.81 | Not recorded | 68fa7b6c1e209131cea88576 |
| GCNN | 47.94 | Not recorded | 68fa7b6c1e209131cea88576 |

### JaGuard

MAE: 1.51. Result ID: 69c3ff5747f34ce924ae35e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-70 dBm"}. This record does not assert independent reproduction.

### Set Transformer

MAE: 1.56. Result ID: 69c3ff5747f34ce924ae35f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4e7.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-70 dBm"}. This record does not assert independent reproduction.

### JaGuard

MAE: 1.87. Result ID: 69c3ff5747f34ce924ae35df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-65 dBm"}. This record does not assert independent reproduction.

### JaGuard

MAE: 2.12. Result ID: 69c3ff5747f34ce924ae35de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-60 dBm"}. This record does not assert independent reproduction.

### Set Transformer + LSTM

MAE: 2.18. Result ID: 69c3ff5747f34ce924ae35f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-70 dBm"}. This record does not assert independent reproduction.

### JaGuard

MAE: 2.38. Result ID: 69c3ff5747f34ce924ae35dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-55 dBm"}. This record does not assert independent reproduction.

### Set Transformer

MAE: 2.77. Result ID: 69c3ff5747f34ce924ae35f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4e7.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-65 dBm"}. This record does not assert independent reproduction.

### JaGuard

MAE: 3. Result ID: 69c3ff5747f34ce924ae35dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-50 dBm"}. This record does not assert independent reproduction.

### Set Transformer + LSTM

MAE: 3.27. Result ID: 69c3ff5747f34ce924ae35f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-60 dBm"}. This record does not assert independent reproduction.

### Set Transformer + LSTM

MAE: 3.38. Result ID: 69c3ff5747f34ce924ae35f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-65 dBm"}. This record does not assert independent reproduction.

### Set Transformer

MAE: 3.4. Result ID: 69c3ff5747f34ce924ae35f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4e7.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-60 dBm"}. This record does not assert independent reproduction.

### TSMixer

MAE: 3.6. Result ID: 69c3ff5747f34ce924ae35ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be38.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/tsmixer>)

Recorded evaluation configuration: {"Jamming Power Level":"-70 dBm"}. This record does not assert independent reproduction.

### JaGuard

MAE: 4.03. Result ID: 69c3ff5747f34ce924ae35db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-45 dBm"}. This record does not assert independent reproduction.

### TSMixer

MAE: 4.16. Result ID: 69c3ff5747f34ce924ae35eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be38.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/tsmixer>)

Recorded evaluation configuration: {"Jamming Power Level":"-65 dBm"}. This record does not assert independent reproduction.

### Set Transformer + LSTM

MAE: 4.93. Result ID: 69c3ff5747f34ce924ae35f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-55 dBm"}. This record does not assert independent reproduction.

### Set Transformer

MAE: 5.04. Result ID: 69c3ff5747f34ce924ae35ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4e7.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-55 dBm"}. This record does not assert independent reproduction.

### TSMixer

MAE: 5.97. Result ID: 69c3ff5747f34ce924ae35e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be38.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/tsmixer>)

Recorded evaluation configuration: {"Jamming Power Level":"-55 dBm"}. This record does not assert independent reproduction.

### TSMixer

MAE: 6.09. Result ID: 69c3ff5747f34ce924ae35ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be38.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/tsmixer>)

Recorded evaluation configuration: {"Jamming Power Level":"-60 dBm"}. This record does not assert independent reproduction.

### Set Transformer

MAE: 6.93. Result ID: 69c3ff5747f34ce924ae35ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4e7.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-45 dBm"}. This record does not assert independent reproduction.

### Set Transformer

MAE: 7.12. Result ID: 69c3ff5747f34ce924ae35ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4e7.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-50 dBm"}. This record does not assert independent reproduction.

### TSMixer

MAE: 7.37. Result ID: 69c3ff5747f34ce924ae35e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be38.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/tsmixer>)

Recorded evaluation configuration: {"Jamming Power Level":"-50 dBm"}. This record does not assert independent reproduction.

### Set Transformer + LSTM

MAE: 8.32. Result ID: 69c3ff5747f34ce924ae35f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-45 dBm"}. This record does not assert independent reproduction.

### Set Transformer + LSTM

MAE: 8.61. Result ID: 69c3ff5747f34ce924ae35f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-50 dBm"}. This record does not assert independent reproduction.

### TSMixer

MAE: 9.48. Result ID: 69c3ff5747f34ce924ae35e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be38.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/tsmixer>)

Recorded evaluation configuration: {"Jamming Power Level":"-45 dBm"}. This record does not assert independent reproduction.

### GCNN

MAE: 23.39. Result ID: 69c3ff5747f34ce924ae35e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-70 dBm"}. This record does not assert independent reproduction.

### GCNN

MAE: 32.2. Result ID: 69c3ff5747f34ce924ae35e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-65 dBm"}. This record does not assert independent reproduction.

### GCNN

MAE: 35.36. Result ID: 69c3ff5747f34ce924ae35e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-60 dBm"}. This record does not assert independent reproduction.

### GCNN

MAE: 36.72. Result ID: 69c3ff5747f34ce924ae35e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-55 dBm"}. This record does not assert independent reproduction.

### GCNN

MAE: 47.81. Result ID: 69c3ff5747f34ce924ae35e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-50 dBm"}. This record does not assert independent reproduction.

### GCNN

MAE: 47.94. Result ID: 69c3ff5747f34ce924ae35e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b6c1e209131cea88576.md>)

Recorded evaluation configuration: {"Jamming Power Level":"-45 dBm"}. This record does not assert independent reproduction.

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