{"total":18,"rows":[{"id":"2209.03430","title":"Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions","created":"2022-09-07","cited_by_count":116,"area":null},{"id":"2211.11695","title":"Disentangled Representation Learning","created":"2022-11-21","cited_by_count":112,"area":null},{"id":"2105.02470","title":"Generalized Multimodal ELBO","created":"2021-05-06","cited_by_count":87,"area":null},{"id":"2306.05268","title":"Factorized Contrastive Learning: Going Beyond Multi-view Redundancy","created":"2023-06-08","cited_by_count":75,"area":null},{"id":"2207.02127","title":"A survey of multimodal deep generative models","created":"2022-07-05","cited_by_count":47,"area":null},{"id":"2110.04121","title":"On the Limitations of Multimodal VAEs","created":"2021-10-08","cited_by_count":38,"area":null},{"id":"2204.11964","title":"SceneTrilogy: On Human Scene-Sketch and its Complementarity with Photo and Text","created":"2022-04-25","cited_by_count":30,"area":null},{"id":"2303.07126","title":"Mirror U-Net: Marrying Multimodal Fission with Multi-task Learning for Semantic Segmentation in Medical Imaging","created":"2023-03-13","cited_by_count":14,"area":null},{"id":"2109.13354","title":"Audio-to-Image Cross-Modal Generation","created":"2021-09-27","cited_by_count":11,"area":null},{"id":"2110.03608","title":"How to Sense the World: Leveraging Hierarchy in Multimodal Perception for Robust Reinforcement Learning Agents","created":"2021-10-07","cited_by_count":6,"area":null},{"id":"2305.03582","title":"A multimodal dynamical variational autoencoder for audiovisual speech representation learning","created":"2023-05-05","cited_by_count":6,"area":null},{"id":"2504.09707","title":"InfoMAE: Pair-Efficient Cross-Modal Alignment for Multimodal Time-Series Sensing Signals","created":"2025-04-13","cited_by_count":3,"area":null},{"id":"2505.01134","title":"Aggregation of Dependent Expert Distributions in Multimodal Variational Autoencoders","created":"2025-05-02","cited_by_count":3,"area":null},{"id":"2209.00302","title":"Progressive Fusion for Multimodal Integration","created":"2022-09-01","cited_by_count":2,"area":null},{"id":"2305.11832","title":"Improving Multimodal Joint Variational Autoencoders through Normalizing Flows and Correlation Analysis","created":"2023-05-19","cited_by_count":1,"area":null},{"id":"2404.18976","title":"Foundations of Multisensory Artificial Intelligence","created":"2024-04-29","cited_by_count":1,"area":null},{"id":"2508.17376","title":"ShaLa: Multimodal Shared Latent Space Modelling","created":"2025-08-24","cited_by_count":1,"area":null},{"id":"2410.11403","title":"Enhancing Unimodal Latent Representations in Multimodal VAEs through Iterative Amortized Inference","created":"2024-10-15","cited_by_count":0,"area":null}],"next_cursor":null}