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MSCT: Addressing Time-Varying Confounding Bias With Marginal Structural Causal Transformer for Counterfactual Post-Crash Traffic Prediction

Yansheng Liu, Shuang Li, Weiqi Li, Duxin Chen, Lu Dong, Nan Zhang, Daniel J. Graham, Pan Liu, Ziyuan Pu

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Source: Crossref

Published: Sep 1, 2026

DOI: 10.1109/tits.2026.3690629

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MSCT: Addressing Time-Varying Confounding Bias With Marginal Structural Causal Transformer for Counterfactual Post-Crash Traffic Prediction — Mathematical Frontier Network