Towards Achieving Perfect Multimodal Alignment

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Towards Achieving Perfect Multimodal Alignment

19 March 2025

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Papers citing "Towards Achieving Perfect Multimodal Alignment"

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Title
Your contrastive learning problem is secretly a distribution alignment problem Zihao Chen Chi-Heng Lin Ran Liu Jingyun Xiao Eva L. Dyer 119 1 0 27 Feb 2025
The "Law" of the Unconscious Contrastive Learner: Probabilistic Alignment of Unpaired Modalities Yongwei Che Benjamin Eysenbach 66 1 0 20 Jan 2025
ImageBind: One Embedding Space To Bind Them All Rohit Girdhar Alaaeldin El-Nouby Zhuang Liu Mannat Singh Kalyan Vasudev Alwala Armand Joulin Ishan Misra VLM 147 938 0 09 May 2023
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 967 29,731 0 26 Feb 2021
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 160 1,854 0 20 May 2020
On Variational Bounds of Mutual Information Ben Poole Sherjil Ozair Aaron van den Oord Alexander A. Alemi George Tucker SSL 106 812 0 16 May 2019
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,349 0 10 Jul 2018