Text Classification on AG News (Second Session Transition)
76.27AccuracyAlgorithm 1
Evaluation Results
| Method | Links | |
|---|---|---|
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Proposed2024.10 | 76.27 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Proposed2024.10 | 76.25 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Proposed2024.10 | 73.95 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Proposed2024.10 | 73.94 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Proposed2024.10 | 73.9 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Proposed2024.10 | 73.89 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.10 | 66.64 | |
| Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.10 | 66.46 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Proposed2024.10 | 63.95 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Proposed2024.10 | 63.95 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Proposed2024.10 | 59.2 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Proposed2024.10 | 59.15 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Proposed2024.10 | 59.09 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Proposed2024.10 | 59.05 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Average2024.10 | 55.26 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Average2024.10 | 55.26 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Average2024.10 | 53.36 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Average2024.10 | 53.36 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Average2024.10 | 53.34 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Average2024.10 | 53.34 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Previous2024.10 | 52.92 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Previous2024.10 | 52.89 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Previous2024.10 | 51.99 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Previous2024.10 | 51.98 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Previous2024.10 | 51.97 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Previous2024.10 | 51.96 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.10 | 48.87 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.10 | 48.73 | |
| Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.10 | 48.58 | |
| Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.10 | 48.35 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.10 | 47.37 | |
| Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.10 | 47.26 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Average2024.10 | 16.96 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Average2024.10 | 16.95 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Previous2024.10 | 14.52 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Previous2024.10 | 14.52 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Average2024.10 | 14.23 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Average2024.10 | 14.22 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Average2024.10 | 14.2 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Average2024.10 | 14.2 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Previous2024.10 | 14.04 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Previous2024.10 | 14.04 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Previous2024.10 | 14.03 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Previous2024.10 | 14.03 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.10 | 12.88 | |
| Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.10 | 12.86 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.10 | 12.66 | |
| Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.10 | 12.63 |