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ResearchFormerly WizWand

Text Classification on AG News (Second Session Transition)

76.27AccuracyAlgorithm 1
10.084427.267244.4561.6328Oct 8, 2024
Updated 4mo ago

Evaluation results

MethodLinks
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Proposed2024.1076.27
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Proposed2024.1076.25
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Proposed2024.1073.95
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Proposed2024.1073.94
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Proposed2024.1073.9
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Proposed2024.1073.89
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.1066.64
Algorithm 1Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.1066.46
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Proposed2024.1063.95
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Proposed2024.1063.95
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Proposed2024.1059.2
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Proposed2024.1059.15
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Proposed2024.1059.09
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Proposed2024.1059.05
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Average2024.1055.26
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Average2024.1055.26
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Average2024.1053.36
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Average2024.1053.36
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Average2024.1053.34
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Average2024.1053.34
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Previous2024.1052.92
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Previous2024.1052.89
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Previous2024.1051.99
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Previous2024.1051.98
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Previous2024.1051.97
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Previous2024.1051.96
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.1048.87
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.1048.73
Average baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.1048.58
Previous baselineOverlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.1048.35
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.1047.37
Algorithm 1Overlap=0.8 (Significant Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Proposed2024.1047.26
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Average2024.1016.96
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Average2024.1016.95
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedACG, Initialization strategy=Previous2024.1014.52
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedACG, Initialization strategy=Previous2024.1014.52
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Average2024.1014.23
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Average2024.1014.22
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Average2024.1014.2
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Average2024.1014.2
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=MOON, Initialization strategy=Previous2024.1014.04
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=MOON, Initialization strategy=Previous2024.1014.04
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=FedProx, Initialization strategy=Previous2024.1014.03
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=FedProx, Initialization strategy=Previous2024.1014.03
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.1012.88
Average baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Average2024.1012.86
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.3, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.1012.66
Previous baselineOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.7, FL Algorithm=SCAFFOLD, Initialization strategy=Previous2024.1012.63