GARDiff: Graph-Aligned Residual Diffusion for Probabilistic Multivariate Time-Series Forecasting
GARDiff, a Graph-Aligned Residual Diffusion framework for probabilistic multivariate time-series forecasting,Instead of treating deterministic-derived graphs as fixed diffusion conditions, GARDiff progressively adapts them to residual generation, improving probabilistic forecasting performance and uncertainty calibrati...
Rui-Na Han, Min Yang, Xu Zhang et al.
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