# Federated Recommendation on KU Source: [Federated Recommendation on KU]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:54:15.873Z Evaluation of Federated Recommendation performance on the KU 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) | KU | | Metric | Recall | | Unit | PERCENT | | 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: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [NDCG](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall | Result date | Report paper | | --- | --- | --- | --- | | MDiffFR | 30.18 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 22.84 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 22.21 | Not recorded | 6955ff9453fdd5c36173e0d8 | | MDiffFR | 19.46 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 18.24 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 14.78 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 14.51 | Not recorded | 6955ff9453fdd5c36173e0d8 | | MDiffFR | 10.04 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 8.41 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 8.39 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 8.24 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 8.12 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 7.05 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 3.92 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 3.88 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 3.77 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 1.32 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 1.12 | Not recorded | 6955ff9453fdd5c36173e0d8 | ### MDiffFR Recall: 30.18. Result ID: 69a185d735dfcabb00e79a4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### IPFedRec Recall: 22.84. Result ID: 69a185d735dfcabb00e79a48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 22.21. Result ID: 69a185d735dfcabb00e79a51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### MDiffFR Recall: 19.46. Result ID: 69a185d735dfcabb00e79a4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 18.24. Result ID: 69a185d735dfcabb00e79a50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### IFedNCF Recall: 14.78. Result ID: 69a185d735dfcabb00e79a4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### IPFedRec Recall: 14.51. Result ID: 69a185d735dfcabb00e79a47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### MDiffFR Recall: 10.04. Result ID: 69a185d735dfcabb00e79a4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 8.41. Result ID: 69a185d635dfcabb00e79a45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### IFedNCF Recall: 8.39. Result ID: 69a185d735dfcabb00e79a4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 8.24. Result ID: 69a185d735dfcabb00e79a4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 8.12. Result ID: 69a185d635dfcabb00e79a42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### IPFedRec Recall: 7.05. Result ID: 69a185d735dfcabb00e79a46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 3.92. Result ID: 69a185d635dfcabb00e79a41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 3.88. Result ID: 69a185d635dfcabb00e79a44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### IFedNCF Recall: 3.77. Result ID: 69a185d735dfcabb00e79a49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 1.32. Result ID: 69a185d635dfcabb00e79a43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 1.12. Result ID: 69a185d635dfcabb00e79a40. [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.