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cs.LG2025
Chain-of-Influence: Tracing Interdependencies Across Time and Features in Clinical Predictive Modelings
Yubo Li, Rema Padman
Modeling clinical time-series data is hampered by the challenge of capturing latent, time-varying dependencies among features. State-of-the-art approaches often rely on black-box m…
cs.LG2025
No Black Box Anymore: Demystifying Clinical Predictive Modeling with Temporal-Feature Cross Attention Mechanism
Yubo Li, Xinyu Yao, Rema Padman
Despite the outstanding performance of deep learning models in clinical prediction tasks, explainability remains a significant challenge. Inspired by transformer architectures, we…