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ResearchFormerly WizWand

Text Classification on AG News (Fourth Session Transition)

77.18AccuracyAlgorithm 1
10.682427.946245.2162.4738Oct 8, 2024
Updated 4mo ago

Evaluation results

MethodLinks
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Proposed2024.1077.18
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Proposed2024.1076.88
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Proposed2024.1075.19
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Proposed2024.1075.1
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Proposed2024.1074.83
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Proposed2024.1074.75
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.1069.33
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.1068.99
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Proposed2024.1065.28
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Proposed2024.1064.54
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Proposed2024.1060.78
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Proposed2024.1060.54
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Proposed2024.1060.48
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Proposed2024.1060.27
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Average2024.1055.83
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Average2024.1055.82
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Average2024.1053.95
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Average2024.1053.94
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Average2024.1053.93
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Average2024.1053.92
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Previous2024.1053.84
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Previous2024.1053.83
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Previous2024.1052.97
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Previous2024.1052.97
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Previous2024.1052.96
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Previous2024.1052.96
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.1050.42
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.1050.09
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.1049.58
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.1049.48
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.1049.11
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.1048.68
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Average2024.1035.19
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Average2024.1035.19
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Average2024.1024.6
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Average2024.1024.59
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Average2024.1024.33
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Average2024.1024.32
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Previous2024.1014.78
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Previous2024.1014.78
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Previous2024.1014.34
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Previous2024.1014.34
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Previous2024.1014.34
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Previous2024.1014.34
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.1013.89
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.1013.85
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.1013.44
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.1013.24