The Role of Entropy and Reconstruction in Multi-View Self-Supervised
Learning

The Role of Entropy and Reconstruction in Multi-View Self-Supervised Learning

20 July 2023

Borja Rodríguez Gálvez

Jason Ramapuram

Luca Zappella

Papers citing "The Role of Entropy and Reconstruction in Multi-View Self-Supervised Learning"

9 / 9 papers shown

Title
A Coding-Theoretic Analysis of Hyperspherical Prototypical Learning Geometry Martin Lindström Borja Rodríguez Gálvez Ragnar Thobaben Mikael Skoglund 30 0 0 10 Jul 2024
Towards an Improved Understanding and Utilization of Maximum Manifold Capacity Representations Rylan Schaeffer Victor Lecomte Dhruv Pai Andres Carranza Berivan Isik ... Yann LeCun SueYeon Chung Andrey Gromov Ravid Shwartz-Ziv Sanmi Koyejo 41 5 0 13 Jun 2024
Maximum Manifold Capacity Representations in State Representation Learning Li Meng Morten Goodwin Anis Yazidi P. Engelstad 31 0 0 22 May 2024
Poly-View Contrastive Learning Amitis Shidani Devon Hjelm Jason Ramapuram Russ Webb Eeshan Gunesh Dhekane Dan Busbridge VLM SSL 26 4 0 08 Mar 2024
Separating common from salient patterns with Contrastive Representation Learning Robin Louiset Edouard Duchesnay Antoine Grigis Pietro Gori SSL DRL 20 1 0 19 Feb 2024
Stochastic Contrastive Learning Jason Ramapuram Dan Busbridge Xavier Suau Russ Webb BDL SSL 39 3 0 01 Oct 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 300 5,761 0 29 Apr 2021
Contrastive Learning Inverts the Data Generating Process Roland S. Zimmermann Yash Sharma Steffen Schneider Matthias Bethge Wieland Brendel SSL 236 207 0 17 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,359 0 09 Mar 2020