Time Series Forecasting on Inventories benchmark leaderboard · SOTA2 Research

Time Series Forecasting on Inventories

62.5Improvement Rate (%)DAD4TS

Evaluation Results

Method	Links
DAD4TS2026.05		62.5	-12.8	0.469	3.23	0.547	4.2	0.508	3.57	0.552	3.77	0.566	3.81	0.586	3.97	0.551	3.78	0.56	3.92
AutoDA2026.05		60.9	-4.9	0.738	5.72	0.637	4.6	0.687	5.31	0.554	3.76	0.558	3.77	0.568	3.77	0.531	3.5	0.55	3.71
DiffAT2026.05		45.3	-1.48	0.73	5.24	0.753	5.39	0.725	5.44	0.559	3.8	0.569	3.86	0.58	4.02	0.538	3.59	0.529	3.54
TimeGAN2026.05		43.8	1.14	0.735	5.25	0.784	5.75	0.818	6.26	0.548	3.73	0.572	3.8	0.57	3.89	0.569	3.83	0.527	3.6
TimeVAE2026.05		40.6	-0.186	0.741	5.46	0.73	5.5	0.73	5.5	0.571	3.98	0.579	3.92	0.584	3.93	0.557	3.75	0.566	3.99
SMFG2026.05		35.9	3.62	0.755	5.45	0.756	5.21	0.897	6.28	0.551	3.74	0.584	3.91	0.584	3.98	0.532	3.68	0.577	4
Diffusion-TS2026.05		26.6	6.29	0.816	6.18	0.839	6.48	0.908	6.68	0.568	3.93	0.564	3.81	0.594	4.07	0.553	3.86	0.558	3.85
ReAugment2026.05		26.6	4.6	0.735	5.22	0.746	5.38	0.865	6.5	0.592	4.11	0.585	3.97	0.598	4.09	0.573	3.92	0.575	4.01
baseline2026.05		0	0	0.748	5.35	0.719	5.2	0.859	6.24	0.552	3.78	0.548	3.64	0.567	3.83	0.524	3.47	0.561	3.82