# Byzantine Attack Detection on FashionMNIST (test) Source: [Byzantine Attack Detection on FashionMNIST (test)]() Collection index: [llms.txt]() Data updated: 2026-05-19T07:22:55.332Z Evaluation of model robustness against Byzantine attacks on the test split of the FashionMNIST dataset, reporting Detection Accuracy and F1 Score. 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 | Byzantine Attack Detection | | Dataset (including any stated split) | FashionMNIST (test) | | Metric | Detection Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Detection Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Detection Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 95.11 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 88 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 86.67 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 86.22 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 81.33 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 78.22 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 74.67 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 74.22 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 73.33 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 73.33 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 70.22 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 69.78 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 65.78 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b7b0. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Gaussian Noise","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b7b4. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Scale","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b7b6. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Targeted","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b7b8. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Clustered","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b7ba. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Same Value","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b7be. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Blatant Lie","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b7c4. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Label Flip","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b7c8. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Stealthy","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 95.11. Result ID: 6a0c0fb1fbc373592c01b7c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"ALIE","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 88. Result ID: 6a0c0fb1fbc373592c01b7bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Blatant Lie","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 86.67. Result ID: 6a0c0fb1fbc373592c01b7bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Lie","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 86.22. Result ID: 6a0c0fb1fbc373592c01b7c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Stealthy","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 81.33. Result ID: 6a0c0fb1fbc373592c01b7c0. [Reporting paper]() Recorded evaluation configuration: {"Attack":"ALIE","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 78.22. Result ID: 6a0c0fb1fbc373592c01b7c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Sparse Lie","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 74.67. Result ID: 6a0c0fb1fbc373592c01b7bc. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Lie","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 74.22. Result ID: 6a0c0fb1fbc373592c01b7b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Targeted","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 73.33. Result ID: 6a0c0fb1fbc373592c01b7b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Clustered","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 73.33. Result ID: 6a0c0fb1fbc373592c01b7bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Same Value","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 70.22. Result ID: 6a0c0fb1fbc373592c01b7c6. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Shuffle","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 69.78. Result ID: 6a0c0fb1fbc373592c01b7b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Sign Flip","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 65.78. Result ID: 6a0c0fb1fbc373592c01b7c2. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Sparse Lie","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b7b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Gaussian Noise","Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b7b2. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Sign Flip","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b7b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Scale","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b7c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Label Flip","Rounds":"30"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b7c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Shuffle","Rounds":"30"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.