The "Law" of the Unconscious Contrastive Learner: Probabilistic Alignment of Unpaired Modalities

20 January 2025

Papers citing "The "Law" of the Unconscious Contrastive Learner: Probabilistic Alignment of Unpaired Modalities"

16 / 16 papers shown

Title
Towards Achieving Perfect Multimodal Alignment Abhi Kamboj Minh Do 150 0 0 19 Mar 2025
Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference Benjamin Eysenbach Vivek Myers Ruslan Salakhutdinov Sergey Levine AI4TS 151 12 0 06 Mar 2024
Language-guided Robot Grasping: CLIP-based Referring Grasp Synthesis in Clutter Georgios Tziafas Yucheng Xu Arushi Goel Mohammadreza Kasaei Zhibin Li Hamidreza Kasaei 93 28 0 09 Nov 2023
RoboCLIP: One Demonstration is Enough to Learn Robot Policies Sumedh Anand Sontakke Jesse Zhang Sébastien M. R. Arnold Karl Pertsch Erdem Biyik Dorsa Sadigh Chelsea Finn Laurent Itti OffRL 73 74 0 11 Oct 2023
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment Bin Zhu Bin Lin Munan Ning Yang Yan Jiaxi Cui ... Zongwei Li Wancai Zhang Zhifeng Li Wei Liu Liejie Yuan VLM MLLM 221 229 0 03 Oct 2023
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 228 945 0 09 May 2023
Interactive Language: Talking to Robots in Real Time Corey Lynch Ayzaan Wahid Jonathan Tompson Tianli Ding James Betker Robert Baruch Travis Armstrong Peter R. Florence LM&Ro 105 229 0 12 Oct 2022
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 187 1,875 0 05 Apr 2021
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 1.1K 30,116 0 26 Feb 2021
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 568 6,881 0 13 Jun 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 206 1,871 0 20 May 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 512 19,004 0 13 Feb 2020
On Variational Bounds of Mutual Information Ben Poole Sherjil Ozair Aaron van den Oord Alexander A. Alemi George Tucker SSL 140 816 0 16 May 2019
Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency Zhuang Ma Michael Collins 92 149 0 06 Sep 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 615 10,402 0 10 Jul 2018
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 836 31,618 0 16 Jan 2013