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Latent World Recovery

techniqueactiveprovisionallatent-world-recovery-aa3edfc6·1 events·first seen 6d ago

Aliases: Latent World Recovery

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4arXiv · cs.LG·6d ago·source ↗

Latent World Recovery: multimodal learning framework for missing modalities in bioscience

A new arXiv preprint introduces Latent World Recovery (LWR), a framework for multimodal learning when some modalities are unavailable at training or inference time. LWR aligns modality-specific embeddings in a shared latent space and fuses only available modalities, avoiding explicit reconstruction of missing ones. The approach is evaluated on incomplete multi-omics benchmarks for cancer phenotype classification and survival prediction, demonstrating robustness under partial observation.