A Clinical Point Cloud Paradigm for In-Hospital Mortality Prediction from Multi-Level Incomplete Multimodal EHRs

arXiv:2604.04614 · cs.LG, cs.AI · Submitted 2026-04-06 · Read on arXiv

cs.LG, cs.AI

Submitted: 2026-04-06

Updated: 2026-10-07

Terminology

• Alignment — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences
• On the limits of cross-domain generalization in automated X-ray prediction
• Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation
• Learning Confidence for Out-of-Distribution Detection in Neural Networks
• Towards Robust Multimodal Representation: A Unified Approach with Adaptive Experts and Alignment
• Using Clinical Notes with Time Series Data for ICU Management

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