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Latent World Recovery for Multimodal Learning with Missing Modalities

paperactivelatent-world-recovery-for-multimodal-learning-with-missing-modalities-1feb809d·1 events·first seen Jun 11, 2026

Aliases: Latent World Recovery for Multimodal Learning with Missing Modalities

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Latent World Recovery

More like this (12)

Co-Learning for Missing Arbitrary Modalities in Multi-modal Classification Multimodal Learning Latent World Recovery MODUS: Decoder-Only Any-to-Any Modeling of Diverse Modalities Multimodal Augmented Generation via Multimodal Retrieval Workshop multimodal classification models multimodal embedding AdaJEPA: An Adaptive Latent World Model Multimodal Large Language Models Multimodal Gain Unified Multimodal Models (UMMs)multimodal pretraining

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4arXiv · cs.LG·Jun 11, 2026·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.

Multimodal Progress Latent World Recovery for Multimodal Learning with Missing Modalities Latent World Recovery