# Federated Recommendation on Dance Source: [Federated Recommendation on Dance]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:54:15.936Z Evaluation of Federated Recommendation performance on the Dance dataset, measured by ranking metrics including Recall, Precision, and NDCG. 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 | Federated Recommendation | | Dataset (including any stated split) | Dance | | Metric | Recall | | Unit | SCALAR | | Direction | Higher 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 - [Recall](): Higher is better; unit: SCALAR. - [Precision](): Higher is better; unit: PERCENT. - [NDCG](): Higher is better; unit: SCALAR. ## Recorded results | Method | Recall | Result date | Report paper | | --- | --- | --- | --- | | MDiffFR | 35.19 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 34.98 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 31.73 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 28.5 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 24.75 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 23.24 | Not recorded | 6955ff9453fdd5c36173e0d8 | | MDiffFR | 21.37 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 18.98 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 17.69 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 15.18 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 12.63 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 11.92 | Not recorded | 6955ff9453fdd5c36173e0d8 | | MDiffFR | 10.29 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 8.57 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 6.3 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 5.95 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 4.66 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 4.26 | Not recorded | 6955ff9453fdd5c36173e0d8 | ### MDiffFR Recall: 35.19. Result ID: 69a185d735dfcabb00e79a72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 34.98. Result ID: 69a185d735dfcabb00e79a75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### IPFedRec Recall: 31.73. Result ID: 69a185d735dfcabb00e79a6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### IFedNCF Recall: 28.5. Result ID: 69a185d735dfcabb00e79a6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 24.75. Result ID: 69a185d735dfcabb00e79a66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 23.24. Result ID: 69a185d735dfcabb00e79a69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### MDiffFR Recall: 21.37. Result ID: 69a185d735dfcabb00e79a71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 18.98. Result ID: 69a185d735dfcabb00e79a74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### IPFedRec Recall: 17.69. Result ID: 69a185d735dfcabb00e79a6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### IFedNCF Recall: 15.18. Result ID: 69a185d735dfcabb00e79a6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 12.63. Result ID: 69a185d735dfcabb00e79a65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 11.92. Result ID: 69a185d735dfcabb00e79a68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### MDiffFR Recall: 10.29. Result ID: 69a185d735dfcabb00e79a70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### IPFedRec Recall: 8.57. Result ID: 69a185d735dfcabb00e79a6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 6.3. Result ID: 69a185d735dfcabb00e79a73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### IFedNCF Recall: 5.95. Result ID: 69a185d735dfcabb00e79a6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 4.66. Result ID: 69a185d735dfcabb00e79a67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 4.26. Result ID: 69a185d735dfcabb00e79a64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.