# Personalized Federated Learning on CIFAR-10 Source: [Personalized Federated Learning on CIFAR-10]() Collection index: [llms.txt]() Data updated: 2026-06-23T11:27:43.341Z Evaluation of Personalized Federated Learning algorithms on the CIFAR-10 dataset, reporting performance metrics such as Accuracy (Acc) and Average Distance (AD). 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 | Personalized Federated Learning | | Dataset (including any stated split) | CIFAR-10 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Average Distance](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedAS | 79.32 | Not recorded | 6a3a1367206542251d7c746b | | FedAS | 79.05 | Not recorded | 6a3a1367206542251d7c746b | | FedBABU | 78.94 | Not recorded | 6a3a1367206542251d7c746b | | FedRep | 78.19 | Not recorded | 6a3a1367206542251d7c746b | | FedBN | 77.85 | Not recorded | 6a3a1367206542251d7c746b | | FedRep | 76.83 | Not recorded | 6a3a1367206542251d7c746b | | SCAFFOLD | 74.79 | Not recorded | 6a3a1367206542251d7c746b | | FedCAC | 72.62 | Not recorded | 6a3a1367206542251d7c746b | | FedBABU | 70.49 | Not recorded | 6a3a1367206542251d7c746b | | FedAS | 69.36 | Not recorded | 6a3a1367206542251d7c746b | | FedProx | 68.34 | Not recorded | 6a3a1367206542251d7c746b | | FedRep | 68.19 | Not recorded | 6a3a1367206542251d7c746b | | FedBN | 67.39 | Not recorded | 6a3a1367206542251d7c746b | | FedBN | 66.9 | Not recorded | 6a3a1367206542251d7c746b | | FedBABU | 66.72 | Not recorded | 6a3a1367206542251d7c746b | | SCAFFOLD | 65.51 | Not recorded | 6a3a1367206542251d7c746b | | FedCAC | 62.47 | Not recorded | 6a3a1367206542251d7c746b | | FedCAC | 62 | Not recorded | 6a3a1367206542251d7c746b | | GPFL | 60.97 | Not recorded | 6a3a1367206542251d7c746b | | SCAFFOLD | 59.41 | Not recorded | 6a3a1367206542251d7c746b | | FedProx | 57.46 | Not recorded | 6a3a1367206542251d7c746b | | FedBABU | 54.78 | Not recorded | 6a3a1367206542251d7c746b | | FedProx | 53.27 | Not recorded | 6a3a1367206542251d7c746b | | FedAS | 51.35 | Not recorded | 6a3a1367206542251d7c746b | | GPFL | 51.08 | Not recorded | 6a3a1367206542251d7c746b | | FedBN | 49.46 | Not recorded | 6a3a1367206542251d7c746b | | FedRep | 48.66 | Not recorded | 6a3a1367206542251d7c746b | | GPFL | 48.26 | Not recorded | 6a3a1367206542251d7c746b | | FedCAC | 47.78 | Not recorded | 6a3a1367206542251d7c746b | | SCAFFOLD | 38.42 | Not recorded | 6a3a1367206542251d7c746b | | GPFL | 34.62 | Not recorded | 6a3a1367206542251d7c746b | | FedProx | 31.86 | Not recorded | 6a3a1367206542251d7c746b | ### FedAS Accuracy: 79.32. Result ID: 6a3a6d99fbc373592c37d455. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced"}. This record does not assert independent reproduction. ### FedAS Accuracy: 79.05. Result ID: 6a3a6d99fbc373592c37d454. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 78.94. Result ID: 6a3a6d99fbc373592c37d459. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced"}. This record does not assert independent reproduction. ### FedRep Accuracy: 78.19. Result ID: 6a3a6d99fbc373592c37d469. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced"}. This record does not assert independent reproduction. ### FedBN Accuracy: 77.85. Result ID: 6a3a6d99fbc373592c37d45d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced"}. This record does not assert independent reproduction. ### FedRep Accuracy: 76.83. Result ID: 6a3a6d99fbc373592c37d468. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 74.79. Result ID: 6a3a6d99fbc373592c37d471. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced"}. This record does not assert independent reproduction. ### FedCAC Accuracy: 72.62. Result ID: 6a3a6d99fbc373592c37d461. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 70.49. Result ID: 6a3a6d99fbc373592c37d45a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true"}. This record does not assert independent reproduction. ### FedAS Accuracy: 69.36. Result ID: 6a3a6d99fbc373592c37d456. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true"}. This record does not assert independent reproduction. ### FedProx Accuracy: 68.34. Result ID: 6a3a6d99fbc373592c37d465. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced"}. This record does not assert independent reproduction. ### FedRep Accuracy: 68.19. Result ID: 6a3a6d99fbc373592c37d46a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true"}. This record does not assert independent reproduction. ### FedBN Accuracy: 67.39. Result ID: 6a3a6d99fbc373592c37d45c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### FedBN Accuracy: 66.9. Result ID: 6a3a6d99fbc373592c37d45e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 66.72. Result ID: 6a3a6d99fbc373592c37d458. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 65.51. Result ID: 6a3a6d99fbc373592c37d470. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### FedCAC Accuracy: 62.47. Result ID: 6a3a6d99fbc373592c37d462. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true"}. This record does not assert independent reproduction. ### FedCAC Accuracy: 62. Result ID: 6a3a6d99fbc373592c37d460. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### GPFL Accuracy: 60.97. Result ID: 6a3a6d99fbc373592c37d46d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 59.41. Result ID: 6a3a6d99fbc373592c37d472. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true"}. This record does not assert independent reproduction. ### FedProx Accuracy: 57.46. Result ID: 6a3a6d99fbc373592c37d464. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 54.78. Result ID: 6a3a6d99fbc373592c37d45b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true","Random Smoothing (RS)":"true"}. This record does not assert independent reproduction. ### FedProx Accuracy: 53.27. Result ID: 6a3a6d99fbc373592c37d466. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true"}. This record does not assert independent reproduction. ### FedAS Accuracy: 51.35. Result ID: 6a3a6d99fbc373592c37d457. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true","Random Smoothing (RS)":"true"}. This record does not assert independent reproduction. ### GPFL Accuracy: 51.08. Result ID: 6a3a6d99fbc373592c37d46c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### FedBN Accuracy: 49.46. Result ID: 6a3a6d99fbc373592c37d45f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true","Random Smoothing (RS)":"true"}. This record does not assert independent reproduction. ### FedRep Accuracy: 48.66. Result ID: 6a3a6d99fbc373592c37d46b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true","Random Smoothing (RS)":"true"}. This record does not assert independent reproduction. ### GPFL Accuracy: 48.26. Result ID: 6a3a6d99fbc373592c37d46e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true"}. This record does not assert independent reproduction. ### FedCAC Accuracy: 47.78. Result ID: 6a3a6d99fbc373592c37d463. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true","Random Smoothing (RS)":"true"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 38.42. Result ID: 6a3a6d99fbc373592c37d473. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true","Random Smoothing (RS)":"true"}. This record does not assert independent reproduction. ### GPFL Accuracy: 34.62. Result ID: 6a3a6d99fbc373592c37d46f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true","Random Smoothing (RS)":"true"}. This record does not assert independent reproduction. ### FedProx Accuracy: 31.86. Result ID: 6a3a6d99fbc373592c37d467. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Proposed Robustness-enhanced","Adversarial Training (AT)":"true","Random Smoothing (RS)":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.