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Traffic Forecasting on GBA

15.07MAE (Average)

FedLLM

Updated 1mo ago

Evaluation Results

Method	Links
FedLLM 2026.04		15.07	-	-	-	-	-	-	-	-	-	23.31	21.84	0.985
Domain-Adapted Qwen 2026.04		17.47	-	-	-	-	-	-	-	-	-	29.91	24.52	0.974
PatchSTG 2024.12		19.5	16.81	28.71	12.25	19.68	33.09	14.51	23.49	39.23	18.93	33.16	14.64	-
STID 2024.12		20.22	17.36	29.39	13.28	20.45	34.51	16.03	24.38	41.33	19.9	34.61	15.91	-
D2STGNN 2024.12		20.71	17.54	28.94	12.12	20.92	33.92	14.89	25.48	40.99	19.83	33.65	15.04	-
STWave 2024.12		20.81	17.95	29.42	13.01	20.99	34.01	15.62	24.96	40.31	20.08	33.77	15.76	-
GWNET 2024.12		20.91	17.85	29.12	13.92	21.11	33.69	17.79	25.58	40.19	23.48	33.41	17.66	-
DGCRN 2024.12		20.91	18.02	29.49	14.13	21.08	34.03	16.94	25.25	40.63	21.15	33.83	16.88	-
FC-LSTM 2026.04		20.93	-	-	-	-	-	-	-	-	-	36.32	34.83	0.962
AGCRN 2024.12		21.01	18.31	30.24	14.27	21.27	34.72	16.89	24.85	40.18	20.8	34.25	16.9	-
STGODE 2024.12		21.79	18.84	30.51	15.43	22.04	35.61	18.42	26.22	42.9	22.83	35.37	18.26	-
BigST 2024.12		21.95	18.7	30.27	15.55	22.21	35.33	18.54	26.98	42.73	23.68	35.54	18.5	-
DSTAGNN 2024.12		23.82	19.73	31.39	15.42	24.21	37.7	20.99	30.12	46.4	28.16	37.29	20.16	-
GRU 2026.04		25.6	-	-	-	-	-	-	-	-	-	42.14	25.36	0.843
FedASTGCN 2026.04		26.57	-	-	-	-	-	-	-	-	-	42.91	37.83	0.947
RPMixer 2024.12		27.77	20.31	33.34	15.64	26.95	44.02	22.75	39.66	66.44	37.35	47.72	23.87	-
ASTGNN 2026.04		28.51	-	-	-	-	-	-	-	-	-	45.84	31.34	0.94
Fed-GDAN 2026.04		30.44	-	-	-	-	-	-	-	-	-	46.15	68.42	0.923
Centralized Qwen 2026.04		32.02	-	-	-	-	-	-	-	-	-	44.63	28.26	0.775
STGCN 2026.04		37.47	-	-	-	-	-	-	-	-	-	46.97	24.91	0.93
DCRNN 2026.04		39.72	-	-	-	-	-	-	-	-	-	58.07	95.22	0.901