{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T22:35:41Z","timestamp":1761172541034,"version":"build-2065373602"},"reference-count":30,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T00:00:00Z","timestamp":1757980800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T00:00:00Z","timestamp":1757980800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001659","name":"Deutsche Forschungsgemeinschaft","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001659","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,9,16]]},"DOI":"10.1109\/icdl63968.2025.11204413","type":"proceedings-article","created":{"date-parts":[[2025,10,21]],"date-time":"2025-10-21T17:07:41Z","timestamp":1761066461000},"page":"1-6","source":"Crossref","is-referenced-by-count":0,"title":["Analyzing Multimodal Integration in the Variational Autoencoder from an Information-Theoretic Perspective"],"prefix":"10.1109","author":[{"given":"Carlotta","family":"Langer","sequence":"first","affiliation":[{"name":"Hamburg University of Technology (TUHH), Institute for Data Science Foundations"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yasmin Kim","family":"Georgie","sequence":"additional","affiliation":[{"name":"Humboldt-Universität zu Berlin,Department of Computer Science,Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ilja","family":"Porohovoj","sequence":"additional","affiliation":[{"name":"Humboldt-Universität zu Berlin,Department of Computer Science,Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Verena Vanessa","family":"Hafner","sequence":"additional","affiliation":[{"name":"Humboldt-Universität zu Berlin,Department of Computer Science,Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nihat","family":"Ay","sequence":"additional","affiliation":[{"name":"Hamburg University of Technology (TUHH), Institute for Data Science Foundations"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/DEVLRN.2019.8850703"},{"key":"ref2","first-page":"9","article-title":"Sensorimotor Representation Learning for an \u201cActive Self","volume":"35","author":"Nguyen","year":"2021","journal-title":"Robots: A Model Survey."},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.robot.2019.103312"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"101494","DOI":"10.1016\/j.infbeh.2020.101494","article-title":"To have and to hold: Effects of physical contact on infants and their caregivers","volume":"61","author":"Bigelow","year":"2020","journal-title":"Infant Behavior And Development"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1002\/dev.22201"},{"key":"ref6","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1109\/TPAMI.2018.2798607","article-title":"Multimodal Machine Learning: A Survey and Taxonomy","volume":"41","author":"Baltru\u0161aitis","year":"2017","journal-title":"IEEE Transactions On Pattern Analysis And Machine Intelligence."},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.robot.2014.03.003"},{"volume-title":"Joint Multimodal Learning with Deep Generative Models","year":"2016","author":"Suzuki","key":"ref8"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/IROS51168.2021.9636394"},{"key":"ref10","first-page":"689","article-title":"Multimodal Deep Learning","volume-title":"Proceedings Of The 28th International Conference On Machine Learning, ICML 2011.","author":"Ngiam"},{"volume-title":"Modulating Multi-Modal Integration in a Robot Forward Model for Sensory Enhancement and Self-Perception","year":"2023","author":"Schillaci","key":"ref11"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1080\/01691864.2022.2035253"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1002\/j.1538-7305.1948.tb01338.x"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/CEC.2005.1554676"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1162\/089976601753195969"},{"key":"ref16","article-title":"Causal Influence Detection for Improving Efficiency in Reinforcement Learning","author":"Seitzer","year":"2021","journal-title":"Advances In Neural Information Processing Systems."},{"key":"ref17","doi-asserted-by":"crossref","DOI":"10.3390\/e22101107","article-title":"Complexity as Causal Information Integration","volume":"22","author":"Langer","year":"2020","journal-title":"Entropy."},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2021.716433"},{"key":"ref19","first-page":"1","article-title":"Outsourcing Control Requires Control Complexity","author":"Langer","year":"2024","journal-title":"Artificial Life."},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.1312.6114"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.2017.1285773"},{"key":"ref22","first-page":"159","article-title":"Fixing a Broken ELBO","volume-title":"Proceedings of The 35th International Conference On Machine Learning.","volume":"80","author":"Alemi"},{"article-title":"Understanding Posterior Collapse in Generative Latent Variable Models","year":"2019","author":"Lucas","key":"ref23"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/K16-1002"},{"key":"ref25","first-page":"3745","article-title":"Ladder Variational Autoencoders","volume-title":"Proceedings Of The 30th International Conference On Neural Information Processing Systems.","author":"S\u00f8nderby"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/n19-1021"},{"article-title":"beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework","volume-title":"International Conference On Learning Representations.","author":"Higgins","key":"ref27"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-78172-8_28"},{"volume-title":"Isolating Sources of Disentanglement in Variational Autoencoders","year":"2019","author":"Chen","key":"ref29"},{"volume-title":"Thomas Elements of Information Theory.","year":"2006","author":"Cover","key":"ref30"}],"event":{"name":"2025 IEEE International Conference on Development and Learning (ICDL)","start":{"date-parts":[[2025,9,16]]},"location":"Prague, Czech Republic","end":{"date-parts":[[2025,9,19]]}},"container-title":["2025 IEEE International Conference on Development and Learning (ICDL)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11204361\/11204347\/11204413.pdf?arnumber=11204413","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T05:16:31Z","timestamp":1761110191000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11204413\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,16]]},"references-count":30,"URL":"https:\/\/doi.org\/10.1109\/icdl63968.2025.11204413","relation":{},"subject":[],"published":{"date-parts":[[2025,9,16]]}}}