Text Classification on AG News (Fourth Session Transition)
77.18AccuracyAlgorithm 1
Evaluation Results
| Method | Links | |
|---|---|---|
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Proposed2024.10 | 77.18 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Proposed2024.10 | 76.88 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Proposed2024.10 | 75.19 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Proposed2024.10 | 75.1 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Proposed2024.10 | 74.83 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Proposed2024.10 | 74.75 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.10 | 69.33 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.10 | 68.99 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Proposed2024.10 | 65.28 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Proposed2024.10 | 64.54 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Proposed2024.10 | 60.78 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Proposed2024.10 | 60.54 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Proposed2024.10 | 60.48 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Proposed2024.10 | 60.27 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Average2024.10 | 55.83 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Average2024.10 | 55.82 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Average2024.10 | 53.95 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Average2024.10 | 53.94 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Average2024.10 | 53.93 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Average2024.10 | 53.92 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Previous2024.10 | 53.84 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Previous2024.10 | 53.83 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Previous2024.10 | 52.97 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Previous2024.10 | 52.97 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Previous2024.10 | 52.96 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Previous2024.10 | 52.96 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.10 | 50.42 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.10 | 50.09 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.10 | 49.58 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.10 | 49.48 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.10 | 49.11 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.10 | 48.68 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Average2024.10 | 35.19 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Average2024.10 | 35.19 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Average2024.10 | 24.6 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Average2024.10 | 24.59 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Average2024.10 | 24.33 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Average2024.10 | 24.32 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Previous2024.10 | 14.78 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Previous2024.10 | 14.78 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Previous2024.10 | 14.34 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Previous2024.10 | 14.34 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Previous2024.10 | 14.34 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Previous2024.10 | 14.34 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.10 | 13.89 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.10 | 13.85 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.10 | 13.44 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.10 | 13.24 |