# Free-rider Detection on MNIST IID Scenario 1 Source: [Free-rider Detection on MNIST IID Scenario 1]() Collection index: [llms.txt]() Data updated: 2026-04-07T10:45:15.258Z Evaluation of Free-rider Detection performance on the MNIST IID Scenario 1 dataset, measured using 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 | Free-rider Detection | | Dataset (including any stated split) | MNIST IID Scenario 1 | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | S-DAGMM | 100 | Not recorded | 69d48fb97d0172140ec7452d | | S-DAGMM | 100 | Not recorded | 69d48fb97d0172140ec7452d | | WEF-na | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S2-WEF | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S2-WEF | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S2-WEF | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S2-WEF | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S2-WEF | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S2-WEF | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S2-WEF | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S2-WEF | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S2-WEF | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S2-WEF | 99 | Not recorded | 69d48fb97d0172140ec7452d | | S-DAGMM | 98 | Not recorded | 69d48fb97d0172140ec7452d | | S-DAGMM | 98 | Not recorded | 69d48fb97d0172140ec7452d | | WEF-na | 98 | Not recorded | 69d48fb97d0172140ec7452d | | WEF-na | 98 | Not recorded | 69d48fb97d0172140ec7452d | | WEF-na | 98 | Not recorded | 69d48fb97d0172140ec7452d | | WEF-na | 94 | Not recorded | 69d48fb97d0172140ec7452d | | WEF-na | 34 | Not recorded | 69d48fb97d0172140ec7452d | | S-DAGMM | 8 | Not recorded | 69d48fb97d0172140ec7452d | | S-DAGMM | 8 | Not recorded | 69d48fb97d0172140ec7452d | | S-DAGMM | 7 | Not recorded | 69d48fb97d0172140ec7452d | | S-DAGMM | 7 | Not recorded | 69d48fb97d0172140ec7452d | | S-DAGMM | 0 | Not recorded | 69d48fb97d0172140ec7452d | | S-DAGMM | 0 | Not recorded | 69d48fb97d0172140ec7452d | | WEF-na | 0 | Not recorded | 69d48fb97d0172140ec7452d | | WEF-na | 0 | Not recorded | 69d48fb97d0172140ec7452d | | WEF-na | 0 | Not recorded | 69d48fb97d0172140ec7452d | | WEF-na | 0 | Not recorded | 69d48fb97d0172140ec7452d | ### S-DAGMM F1 Score: 100. Result ID: 69d4e03647f34ce924bd6e99. [Reporting paper]() Recorded evaluation configuration: {"Attack":"RWA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### S-DAGMM F1 Score: 100. Result ID: 69d4e03647f34ce924bd6e9a. [Reporting paper]() Recorded evaluation configuration: {"Attack":"RWA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### WEF-na F1 Score: 99. Result ID: 69d4e03647f34ce924bd6eaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"ADWA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### S2-WEF F1 Score: 99. Result ID: 69d4e03647f34ce924bd6ead. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"RWA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### S2-WEF F1 Score: 99. Result ID: 69d4e03647f34ce924bd6eae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"RWA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### S2-WEF F1 Score: 99. Result ID: 69d4e03647f34ce924bd6eaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"SPA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### S2-WEF F1 Score: 99. Result ID: 69d4e03647f34ce924bd6eb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"SPA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### S2-WEF F1 Score: 99. Result ID: 69d4e03647f34ce924bd6eb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"DWA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### S2-WEF F1 Score: 99. Result ID: 69d4e03647f34ce924bd6eb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"DWA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### S2-WEF F1 Score: 99. Result ID: 69d4e03647f34ce924bd6eb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"ADWA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### S2-WEF F1 Score: 99. Result ID: 69d4e03647f34ce924bd6eb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"ADWA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### S2-WEF F1 Score: 99. Result ID: 69d4e03647f34ce924bd6eb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"AWCA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### S2-WEF F1 Score: 99. Result ID: 69d4e03647f34ce924bd6eb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"AWCA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### S-DAGMM F1 Score: 98. Result ID: 69d4e03647f34ce924bd6e9f. [Reporting paper]() Recorded evaluation configuration: {"Attack":"ADWA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### S-DAGMM F1 Score: 98. Result ID: 69d4e03647f34ce924bd6ea0. [Reporting paper]() Recorded evaluation configuration: {"Attack":"ADWA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### WEF-na F1 Score: 98. Result ID: 69d4e03647f34ce924bd6ea3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"RWA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### WEF-na F1 Score: 98. Result ID: 69d4e03647f34ce924bd6ea5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"SPA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### WEF-na F1 Score: 98. Result ID: 69d4e03647f34ce924bd6ea9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"ADWA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### WEF-na F1 Score: 94. Result ID: 69d4e03647f34ce924bd6ea6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"SPA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### WEF-na F1 Score: 34. Result ID: 69d4e03647f34ce924bd6ea4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"RWA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### S-DAGMM F1 Score: 8. Result ID: 69d4e03647f34ce924bd6e9e. [Reporting paper]() Recorded evaluation configuration: {"Attack":"DWA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### S-DAGMM F1 Score: 8. Result ID: 69d4e03647f34ce924bd6ea2. [Reporting paper]() Recorded evaluation configuration: {"Attack":"AWCA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### S-DAGMM F1 Score: 7. Result ID: 69d4e03647f34ce924bd6e9d. [Reporting paper]() Recorded evaluation configuration: {"Attack":"DWA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### S-DAGMM F1 Score: 7. Result ID: 69d4e03647f34ce924bd6ea1. [Reporting paper]() Recorded evaluation configuration: {"Attack":"AWCA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### S-DAGMM F1 Score: 0. Result ID: 69d4e03647f34ce924bd6e9b. [Reporting paper]() Recorded evaluation configuration: {"Attack":"SPA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### S-DAGMM F1 Score: 0. Result ID: 69d4e03647f34ce924bd6e9c. [Reporting paper]() Recorded evaluation configuration: {"Attack":"SPA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### WEF-na F1 Score: 0. Result ID: 69d4e03647f34ce924bd6ea7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"DWA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### WEF-na F1 Score: 0. Result ID: 69d4e03647f34ce924bd6ea8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"DWA","Attack percentage":"30%"}. This record does not assert independent reproduction. ### WEF-na F1 Score: 0. Result ID: 69d4e03647f34ce924bd6eab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"AWCA","Attack percentage":"10%"}. This record does not assert independent reproduction. ### WEF-na F1 Score: 0. Result ID: 69d4e03647f34ce924bd6eac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"AWCA","Attack percentage":"30%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.