multimodal-representation-learning

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Uncovering Trajectory and Topological Signatures in Multimodal Pediatric Sleep Embeddings

arXiv cs.LG · 2026-05-15 Cached

This paper investigates the latent structure of multimodal embeddings from a masked autoencoder for pediatric sleep analysis. It shows that augmenting embeddings with geometric, topological, and clinical features improves prediction and calibration for sleep-related events.

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