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 53 0 0 31 Mar 2025
Information Subtraction: Learning Representations for Conditional Entropy Keng Hou Leong Yuxuan Xiu Wai Kin Chan 43 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 40 0 0 28 May 2024
Removing Biases from Molecular Representations via Information Maximization Chenyu Wang Sharut Gupta Caroline Uhler Tommi Jaakkola 21 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 52 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 35 14 0 29 Sep 2023
Decoupled conditional contrastive learning with variable metadata for prostate lesion detection Camille Ruppli Pietro Gori R. Ardon Isabelle Bloch MedIm 28 1 0 18 Aug 2023
Factorized Contrastive Learning: Going Beyond Multi-view Redundancy Paul Pu Liang Zihao Deng Martin Q. Ma James Zou Louis-Philippe Morency Ruslan Salakhutdinov SSL 26 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 29 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 23 5 0 11 Feb 2023
Homomorphic Self-Supervised Learning Thomas Anderson Keller Xavier Suau Luca Zappella SSL 19 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 30 14 0 14 Nov 2022
Integrating Prior Knowledge in Contrastive Learning with Kernel Benoit Dufumier C. Barbano Robin Louiset Edouard Duchesnay Pietro Gori SSL 24 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 46 14 0 23 May 2022
Contrastive Conditional Neural Processes Zesheng Ye Lina Yao UQCV 32 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 23 15 0 05 Jun 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 42 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 226 165 0 18 Oct 2019