Node Classification on Twitch Gamers Domain Skew Setting (Ratio 1:10:1:1:1:1) 30 Clients benchmark leaderboard · SOTA2 Research

Node Classification on Twitch Gamers Domain Skew Setting (Ratio 1:10:1:1:1:1) 30 Clients

74.06Accuracy (ES)FedProto + FedIA

Evaluation Results

Method	Links
FedProto + FedIA2025.09		74.06	38.95	64.02	71.94	45.53	64.02	59.8	3.29
FGGP + FedIA2025.09		72.05	51.84	63.17	73.18	58.45	68.01	64.45	7.95
FedAvg + FedIA2025.09		71.29	38.95	62.75	76.4	45.53	64.02	59.82	3.32
FedDyn + FedIA2025.09		71.29	38.95	62.75	76.4	45.5	64.02	59.82	3.32
MOON + FedIA2025.09		71.11	41.15	63.33	70.05	50.16	63.33	60.04	3.53
FedProx + FedIA2025.09		70.44	54.41	59.06	68.13	57.71	59.06	62.96	6.45
FedProx + FedIA2025.09		69.98	50.57	62.56	73.29	55.37	68.85	63.44	6.94
MOON + FedIA2025.09		69.95	43.33	62.42	71.56	51.49	63.58	60.39	3.89
FGGP + FedIA2025.09		68.86	69.69	51.22	62.78	60.01	72.5	64.17	7.66
FGSSL + FedIA2025.09		68.4	51.72	60.46	69.1	54.03	63.39	61.18	4.68
FedDyn + FedIA2025.09		68.16	55.14	58.13	66.74	56.25	58.13	61.42	4.91
FedAvg + FedIA2025.09		67.8	55.51	59.61	64.31	57.45	59.61	61.31	4.8
FGSSL2025.09		67.71	39.2	58.91	65.73	49.5	59.83	56.81	0.3
FGSSL2025.09		67.19	38.97	59.58	65.36	50.01	59.35	56.74	0.24
FedProto2025.09		67.15	38.66	58.71	65.96	48.98	59.46	56.48	-0.03
FedAvg2025.09		67.14	38.7	58.76	65.95	49.05	59.48	56.51	—
FedProto2025.09		67.11	38.78	59.49	65.15	48.92	59.87	56.55	0.05
FedProc2025.09		67.04	38.72	58.77	65.94	48.88	59.41	56.46	-0.05
MOON2025.09		67.03	38.77	58.97	66.07	48.72	59.35	56.49	-0.02
FedAvg2025.09		66.98	38.76	59.38	65.06	48.87	59.97	56.5	—
MOON2025.09		66.95	38.76	59.56	65.52	48.58	59.74	56.52	0.02
FedProx2025.09		66.61	38.39	58.64	66.07	59.08	59.08	56.13	-0.38
FedProx2025.09		66.45	38.47	59.63	65.55	48.02	59.48	56.27	-0.23
FGGP2025.09		65.99	66.28	55.41	63.97	55.7	67.89	62.54	6.03
FedSPA + FedIA2025.09		65.29	50.95	61.02	70.4	51.53	62.75	59.8	3.3
FedProc + FedIA2025.09		64.36	60.05	55.28	62.09	57.64	67.99	61.23	4.72
FGSSL + FedIA2025.09		64.36	56.01	56.93	63.91	56.91	56.93	59.82	3.31
FGGP2025.09		63.51	65.73	54.71	61.21	55.67	63.36	60.7	4.2
FedProto + FedIA2025.09		62.42	54.4	60.48	63.5	56.99	61.3	59.85	3.35
FedSPA (ablation)2025.09		61.88	51.86	58.69	62.6	56.24	59.5	58.45	1.95
FedSPA2025.09		61.37	51.81	52.77	63.3	60.6	58.8	58.13	1.63
FedDyn2025.09		50	50	50	50.03	50	50	50.01	-6.5
FedDyn2025.09		50	50	50	50.06	50	50	50.01	-6.5