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cs.LG2025
Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism
Ruichu Cai, Kaitao Zheng, Junxian Huang +4
Time series imputation is one of the most challenge problems and has broad applications in various fields like health care and the Internet of Things. Existing methods mainly aim t…
cs.CV2025
Efficient Traffic State Prediction With Dynamic Joint Spatio-Temporal Relation Inference
Zhifeng Hao, Kai Hu, Juncai Zhang +2
Traffic prediction is difficult due to the complex interplay of temporal evolution, spatial interactions, and delayed spatio-temporal propagation over road networks. Existing metho…