Contrastive Representation Learning: A Framework and Review

10 October 2020

Papers citing "Contrastive Representation Learning: A Framework and Review"

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Title
DFA-CON: A Contrastive Learning Approach for Detecting Copyright Infringement in DeepFake Art Haroon Wahab Hassan Ugail Irfan Mehmood AAML 34 0 0 13 May 2025
Generalizable Pancreas Segmentation via a Dual Self-Supervised Learning Framework Jun Li Hongzhang Zhu Tao Chen Xiaohua Qian 40 4 0 12 May 2025
HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights Ozan Gokdemir Carlo Siebenschuh Alexander Brace Azton Wells Brian Hsu ... A. Anandkumar Ian Foster R. Stevens V. Vishwanath A. Ramanathan VLM 37 0 0 07 May 2025
Concept-based Rubrics Improve LLM Formative Assessment and Data Synthesis Yuchen Wei Dennis Pearl Matthew Beckman Rebecca J. Passonneau 35 0 0 04 Apr 2025
Implicit Contrastive Representation Learning with Guided Stop-gradient Byeongchan Lee Sehyun Lee SSL 89 2 0 12 Mar 2025
CeTAD: Towards Certified Toxicity-Aware Distance in Vision Language Models Xiangyu Yin Jiaxu Liu Zhen Chen Jinwei Hu Yi Dong Xiaowei Huang Wenjie Ruan AAML 50 0 0 08 Mar 2025
Learning Actionable World Models for Industrial Process Control Peng Yan Ahmed Abdulkadir Gerrit A. Schatte Giulia Anguzzi Joonsu Gha Nikola Pascher Matthias Rosenthal Yunlong Gao Benjamin Grewe Thilo Stadelmann DRL AI4CE 49 0 0 03 Mar 2025
From Text to Trajectory: Exploring Complex Constraint Representation and Decomposition in Safe Reinforcement Learning Pusen Dong Tianchen Zhu Yue Qiu Haoyi Zhou Jianxin Li 86 1 0 24 Feb 2025
Neuro-Symbolic Contrastive Learning for Cross-domain Inference Mingyue Liu Ryo Ueda Zhen Wan Katsumi Inoue Chris G. Willcocks NAI 72 0 0 13 Feb 2025
Retrieval-Augmented Dialogue Knowledge Aggregation for Expressive Conversational Speech Synthesis Rui Liu Zhenqi Jia F. Bao Hong Li 45 2 0 11 Jan 2025
SCOREQ: Speech Quality Assessment with Contrastive Regression Alessandro Ragano Jan Skoglund Andrew Hines 40 6 0 09 Oct 2024
Cell-ontology guided transcriptome foundation model Xinyu Yuan Zhihao Zhan Zuobai Zhang Manqi Zhou Jianan Zhao Boyu Han Yue Li Jian Tang 47 1 0 22 Aug 2024
Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models Christopher Schröder Gerhard Heyer VLM 44 0 0 13 Jun 2024
NeuroMoCo: A Neuromorphic Momentum Contrast Learning Method for Spiking Neural Networks Yuqi Ma Huamin Wang Hangchi Shen Xuemei Chen Shukai Duan Shiping Wen 57 0 0 10 Jun 2024
Pursuing Feature Separation based on Neural Collapse for Out-of-Distribution Detection Yingwen Wu Ruiji Yu Xinwen Cheng Zhengbao He Xiaolin Huang OODD 72 1 0 28 May 2024
Survival of the Fittest Representation: A Case Study with Modular Addition Xiaoman Delores Ding Zifan Carl Guo Eric J. Michaud Ziming Liu Max Tegmark 48 3 0 27 May 2024
FedCRL: Personalized Federated Learning with Contrastive Shared Representations for Label Heterogeneity in Non-IID Data Chenghao Huang Xiaolu Chen Yanru Zhang Hao Wang FedML 38 1 0 27 Apr 2024
Collaborative-Enhanced Prediction of Spending on Newly Downloaded Mobile Games under Consumption Uncertainty Peijie Sun Yifan Wang Min Zhang Chuhan Wu Yan Fang Hong Zhu Yuan Fang Meng Wang OffRL 36 10 0 12 Apr 2024
Boosting Transformer's Robustness and Efficacy in PPG Signal Artifact Detection with Self-Supervised Learning Thanh-Dung Le 34 1 0 02 Jan 2024
Text Attribute Control via Closed-Loop Disentanglement Lei Sha Thomas Lukasiewicz DRL 43 2 0 01 Dec 2023
Simple but Effective Unsupervised Classification for Specified Domain Images: A Case Study on Fungi Images Zhaocong liu Fa Zhang Lin Cheng Huanxi Deng Xiaoyan Yang Zhenyu Zhang Chichun Zhou 19 1 0 15 Nov 2023
Towards a Unified Framework of Contrastive Learning for Disentangled Representations Stefan Matthes Zhiwei Han Hao Shen 34 4 0 08 Nov 2023
Semi-Supervised End-To-End Contrastive Learning For Time Series Classification Hui Cai Xiang Zhang Xiaofeng Liu AI4TS 33 0 0 13 Oct 2023
Exploring the Creation and Humanization of Digital Life: Consciousness Simulation and Human-Machine Interaction Qikang Zhang AI4CE 13 1 0 10 Oct 2023
A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond Junyu Chen Yihao Liu Shuwen Wei Zhangxing Bian Shalini Subramanian A. Carass Jerry L. Prince Yong Du OOD 45 36 0 28 Jul 2023
PASTA: Pretrained Action-State Transformer Agents Raphael Boige Yannis Flet-Berliac Arthur Flajolet Guillaume Richard Thomas Pierrot LM&Ro OffRL 37 5 0 20 Jul 2023
Cryo-forum: A framework for orientation recovery with uncertainty measure with the application in cryo-EM image analysis Szu-Chi Chung 17 1 0 19 Jul 2023
A brief review of contrastive learning applied to astrophysics M. Huertas-Company R. Sarmiento J. Knapen 32 9 0 08 Jun 2023
Attention Weighted Mixture of Experts with Contrastive Learning for Personalized Ranking in E-commerce Juan Gong Zhe Chen Chao Ma Zhuojian Xiao Hong Wang Guoyu Tang Lin Liu Sulong Xu Bo Long Yunjiang Jiang 16 4 0 08 Jun 2023
End-to-End Simultaneous Speech Translation with Differentiable Segmentation Shaolei Zhang Yang Feng 23 17 0 25 May 2023
Masked Pre-Training of Transformers for Histology Image Analysis Shuai Jiang Liesbeth Hondelink A. Suriawinata Saeed Hassanpour MedIm 26 14 0 14 Apr 2023
CLSA: Contrastive Learning-based Survival Analysis for Popularity Prediction in MEC Networks Zohreh Hajiakhondi-Meybodi Arash Mohammadi J. Abouei Konstantinos N. Plataniotis 29 2 0 21 Mar 2023
PRISE: Demystifying Deep Lucas-Kanade with Strongly Star-Convex Constraints for Multimodel Image Alignment Yiqing Zhang Xinming Huang Ziming Zhang 36 4 0 21 Mar 2023
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images Ankit V. Manerikar A. Kak VLM 26 2 0 10 Mar 2023
PDSum: Prototype-driven Continuous Summarization of Evolving Multi-document Sets Stream Susik Yoon Hou Pong Chan Jiawei Han 34 7 0 10 Feb 2023
Learning Generalized Hybrid Proximity Representation for Image Recognition Zhiyuan Li Anca L. Ralescu 26 3 0 31 Jan 2023
Contrastive Meta-Learning for Partially Observable Few-Shot Learning Adam Jelley Amos Storkey Antreas Antoniou Sam Devlin 25 6 0 30 Jan 2023
InPars-Light: Cost-Effective Unsupervised Training of Efficient Rankers Leonid Boytsov Preksha Patel Vivek Sourabh Riddhi Nisar Sayan Kundu R. Ramanathan Eric Nyberg 29 19 0 08 Jan 2023
Revisiting Distance Metric Learning for Few-Shot Natural Language Classification Witold Sosnowski Anna Wróblewska Karolina Seweryn P. Gawrysiak 21 0 0 28 Nov 2022
Unsupervised Deraining: Where Asymmetric Contrastive Learning Meets Self-similarity Yi Chang Yun Guo Yuntong Ye C. Yu Lin Zhu Xile Zhao Luxin Yan Yonghong Tian SSL 37 16 0 02 Nov 2022
Universal hidden monotonic trend estimation with contrastive learning Edouard Pineau S. Razakarivony Mauricio Gonzalez A. Schrapffer 31 0 0 18 Oct 2022
Fine-grained Category Discovery under Coarse-grained supervision with Hierarchical Weighted Self-contrastive Learning Wenbin An Feng Tian Ping Chen Siliang Tang Qinghua Zheng Qianying Wang 36 17 0 14 Oct 2022
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning Fuying Wang Yuyin Zhou Shujun Wang V. Vardhanabhuti Lequan Yu 29 137 0 12 Oct 2022
CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation Tanay Dixit Bhargavi Paranjape Hannaneh Hajishirzi Luke Zettlemoyer SyDa 146 23 0 10 Oct 2022
SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link Prediction Miao Peng Ben Liu Qianqian Xie Wenjie Xu Hua Wang Min Peng 26 11 0 10 Oct 2022
Contrastive learning for unsupervised medical image clustering and reconstruction Matteo Ferrante T. Boccato Simeon E. Spasov A. Duggento N. Toschi SSL DRL 27 2 0 24 Sep 2022
Feature diversity in self-supervised learning Pranshu Malviya Arjun Vaithilingam Sudhakar SSL LRM 12 2 0 02 Sep 2022
Contrastive Audio-Language Learning for Music Ilaria Manco Emmanouil Benetos Elio Quinton Gyorgy Fazekas 27 44 0 25 Aug 2022
Pose Uncertainty Aware Movement Synchrony Estimation via Spatial-Temporal Graph Transformer Jicheng Li Anjana Bhat R. Barmaki ViT 27 5 0 01 Aug 2022
Contrastive Learning of Features between Images and LiDAR Peng-Tao Jiang Srikanth Saripalli 3DPC SSL 28 6 0 24 Jun 2022