# Federated Recommendation on Movie Source: [Federated Recommendation on Movie]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:54:15.967Z Evaluation of Federated Recommendation performance on the Movie dataset, measured using ranking metrics like 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) | Movie | | 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 | 20.87 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 19.81 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 19.15 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 16.73 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 15.99 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 15 | Not recorded | 6955ff9453fdd5c36173e0d8 | | MDiffFR | 11.05 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 10.59 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 10.31 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 8.45 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 8.29 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 8.2 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 4.8 | Not recorded | 6955ff9453fdd5c36173e0d8 | | MDiffFR | 4.67 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 4.28 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 3.54 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 3.11 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 2.53 | Not recorded | 6955ff9453fdd5c36173e0d8 | ### MDiffFR Recall: 20.87. Result ID: 69a185d735dfcabb00e79a84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### IPFedRec Recall: 19.81. Result ID: 69a185d735dfcabb00e79a7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 19.15. Result ID: 69a185d735dfcabb00e79a87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### IFedNCF Recall: 16.73. Result ID: 69a185d735dfcabb00e79a81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 15.99. Result ID: 69a185d735dfcabb00e79a7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 15. Result ID: 69a185d735dfcabb00e79a78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### MDiffFR Recall: 11.05. Result ID: 69a185d735dfcabb00e79a83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 10.59. Result ID: 69a185d735dfcabb00e79a86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### IPFedRec Recall: 10.31. Result ID: 69a185d735dfcabb00e79a7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### IFedNCF Recall: 8.45. Result ID: 69a185d735dfcabb00e79a80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 8.29. Result ID: 69a185d735dfcabb00e79a7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 8.2. Result ID: 69a185d735dfcabb00e79a77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 4.8. Result ID: 69a185d735dfcabb00e79a85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### MDiffFR Recall: 4.67. Result ID: 69a185d735dfcabb00e79a82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### IPFedRec Recall: 4.28. Result ID: 69a185d735dfcabb00e79a7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### IFedNCF Recall: 3.54. Result ID: 69a185d735dfcabb00e79a7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 3.11. Result ID: 69a185d735dfcabb00e79a79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 2.53. Result ID: 69a185d735dfcabb00e79a76. [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.