Conditional Contrastive Learning with Kernel

Conditional Contrastive Learning with Kernel

11 February 2022

Yao-Hung Hubert Tsai

Louis-Philippe Morency

Ruslan Salakhutdinov

Papers citing "Conditional Contrastive Learning with Kernel"

18 / 18 papers shown

Title
CIBR: Cross-modal Information Bottleneck Regularization for Robust CLIP Generalization Yingrui Ji Xi Xiao Gaofei Chen Hao Xu Chenrui Ma Lijing Zhu Aokun Liang Jiansheng Chen VLM 48 0 0 31 Mar 2025
Information Subtraction: Learning Representations for Conditional Entropy Keng Hou Leong Yuxuan Xiu Wai Kin Chan 36 0 0 02 Jan 2025
Bridging Mini-Batch and Asymptotic Analysis in Contrastive Learning: From InfoNCE to Kernel-Based Losses Panagiotis Koromilas Giorgos Bouritsas Theodoros Giannakopoulos M. Nicolaou Yannis Panagakis 27 0 0 28 May 2024
Removing Biases from Molecular Representations via Information Maximization Chenyu Wang Sharut Gupta Caroline Uhler Tommi Jaakkola 15 4 0 01 Dec 2023
Making Self-supervised Learning Robust to Spurious Correlation via Learning-speed Aware Sampling Weicheng Zhu Sheng Liu C. Fernandez‐Granda N. Razavian 38 1 0 27 Nov 2023
Toward Operationalizing Pipeline-aware ML Fairness: A Research Agenda for Developing Practical Guidelines and Tools Maximilian Schambach Rakshit Naidu Rayid Ghani Kit T. Rodolfa Daniel E. Ho Hoda Heidari FaML 30 13 0 29 Sep 2023
Decoupled conditional contrastive learning with variable metadata for prostate lesion detection Camille Ruppli Pietro Gori R. Ardon Isabelle Bloch MedIm 10 1 0 18 Aug 2023
Factorized Contrastive Learning: Going Beyond Multi-view Redundancy Paul Pu Liang Zihao Deng Martin Q. Ma James Y. Zou Louis-Philippe Morency Ruslan Salakhutdinov SSL 16 49 0 08 Jun 2023
Towards Understanding the Mechanism of Contrastive Learning via Similarity Structure: A Theoretical Analysis Hiroki Waida Yuichiro Wada Léo Andéol Takumi Nakagawa Yuhui Zhang Takafumi Kanamori SSL 19 5 0 01 Apr 2023
Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play J. Liu Krishnamurthy Dvijotham Jihyeon Janel Lee Quan Yuan Martin Strobel Balaji Lakshminarayanan Deepak Ramachandran 18 5 0 11 Feb 2023
Homomorphic Self-Supervised Learning Thomas Anderson Keller Xavier Suau Luca Zappella SSL 16 2 0 15 Nov 2022
Contrastive learning for regression in multi-site brain age prediction C. Barbano Benoit Dufumier Edouard Duchesnay Marco Grangetto Pietro Gori 8 14 0 14 Nov 2022
Integrating Prior Knowledge in Contrastive Learning with Kernel Benoit Dufumier C. Barbano Robin Louiset Edouard Duchesnay Pietro Gori SSL 13 8 0 03 Jun 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 41 14 0 23 May 2022
Contrastive Conditional Neural Processes Zesheng Ye Lina Yao UQCV 12 12 0 08 Mar 2022
Conditional Contrastive Learning for Improving Fairness in Self-Supervised Learning Martin Q. Ma Yao-Hung Hubert Tsai Paul Pu Liang Han Zhao Kun Zhang Ruslan Salakhutdinov Louis-Philippe Morency SSL 19 15 0 05 Jun 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya-Qin Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 18 12 0 08 May 2021
A Mutual Information Maximization Perspective of Language Representation Learning Lingpeng Kong Cyprien de Masson dÁutume Wang Ling Lei Yu Zihang Dai Dani Yogatama SSL 212 165 0 18 Oct 2019