# Federated Recommendation on Food Source: [Federated Recommendation on Food]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:54:15.907Z Evaluation of Federated Recommendation performance on the Food dataset. 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) | Food | | 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: SCALAR. - [NDCG](): Higher is better; unit: SCALAR. ## Recorded results | Method | Recall | Result date | Report paper | | --- | --- | --- | --- | | MDiffFR | 35.92 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 34.16 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 32.51 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 32.25 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 30.29 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 29.61 | Not recorded | 6955ff9453fdd5c36173e0d8 | | MDiffFR | 19.23 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 19.11 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 16.7 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 16.18 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 16.08 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 14.28 | Not recorded | 6955ff9453fdd5c36173e0d8 | | Light-MDiffFR | 8.78 | Not recorded | 6955ff9453fdd5c36173e0d8 | | MDiffFR | 7.5 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FCF | 6.77 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IFedNCF | 6.47 | Not recorded | 6955ff9453fdd5c36173e0d8 | | IPFedRec | 5.76 | Not recorded | 6955ff9453fdd5c36173e0d8 | | CS\_FedNCF | 4.96 | Not recorded | 6955ff9453fdd5c36173e0d8 | ### MDiffFR Recall: 35.92. Result ID: 69a185d735dfcabb00e79a60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 34.16. Result ID: 69a185d735dfcabb00e79a63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 32.51. Result ID: 69a185d735dfcabb00e79a57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### IFedNCF Recall: 32.25. Result ID: 69a185d735dfcabb00e79a5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### IPFedRec Recall: 30.29. Result ID: 69a185d735dfcabb00e79a5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 29.61. Result ID: 69a185d735dfcabb00e79a54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"100"}. This record does not assert independent reproduction. ### MDiffFR Recall: 19.23. Result ID: 69a185d735dfcabb00e79a5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 19.11. Result ID: 69a185d735dfcabb00e79a62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 16.7. Result ID: 69a185d735dfcabb00e79a56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### IFedNCF Recall: 16.18. Result ID: 69a185d735dfcabb00e79a5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 16.08. Result ID: 69a185d735dfcabb00e79a53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### IPFedRec Recall: 14.28. Result ID: 69a185d735dfcabb00e79a59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"50"}. This record does not assert independent reproduction. ### Light-MDiffFR Recall: 8.78. Result ID: 69a185d735dfcabb00e79a61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### MDiffFR Recall: 7.5. Result ID: 69a185d735dfcabb00e79a5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FCF Recall: 6.77. Result ID: 69a185d735dfcabb00e79a55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### IFedNCF Recall: 6.47. Result ID: 69a185d735dfcabb00e79a5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### IPFedRec Recall: 5.76. Result ID: 69a185d735dfcabb00e79a58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"@k":"20"}. This record does not assert independent reproduction. ### CS\_FedNCF Recall: 4.96. Result ID: 69a185d735dfcabb00e79a52. [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.