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Contrastive Representation Learning: A Framework and Review

10 October 2020

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

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Title
AutoML-guided Fusion of Entity and LLM-based representations Boshko Koloski Senja Pollak Roberto Navigli Blaž Škrlj 100 0 0 19 Aug 2024
$Exploring learning environments for label\-efficient cancer diagnosis$ Exploring learning environments for label\-efficient cancer diagnosis Samta Rani T. Ahmad Sarfaraz Masood Chandni Saxena 78 0 0 15 Aug 2024
A Multi-view Mask Contrastive Learning Graph Convolutional Neural Network for Age Estimation Yiping Zhang Yuntao Shou Tao Meng Wei Ai Keqin Li CVBM 110 10 0 23 Jul 2024
ModalChorus: Visual Probing and Alignment of Multi-modal Embeddings via Modal Fusion Map Yilin Ye Shishi Xiao Xingchen Zeng Wei Zeng 116 5 0 17 Jul 2024
Towards Robust Event-based Networks for Nighttime via Unpaired Day-to-Night Event Translation Yuhwan Jeong Hoonhee Cho Kuk-Jin Yoon DiffM 74 3 0 15 Jul 2024
Guidelines for Augmentation Selection in Contrastive Learning for Time Series Classification Ziyu Liu Azadeh Alavi Minyi Li Xiang Zhang AI4TS 95 4 0 12 Jul 2024
Heterogeneous Subgraph Network with Prompt Learning for Interpretable Depression Detection on Social Media Chen Chen Mingwei Li Fenghuan Li Haopeng Chen Yuankun Lin 100 0 0 12 Jul 2024
Hierarchical Consensus-Based Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks Pu Feng Junkang Liang Size Wang Xin Yu Xin Ji Yiting Chen Kui Zhang Rongye Shi Wenjun Wu 128 7 0 11 Jul 2024
4D Contrastive Superflows are Dense 3D Representation Learners Xiang Xu Lingdong Kong Hui Shuai Wenwei Zhang Liang Pan Kai Chen Ziwei Liu Qingshan Liu 3DPC 112 10 0 08 Jul 2024
Assessing Consensus of Developers' Views on Code Readability Agnia Sergeyuk Olga Lvova Sergey Titov Anastasiia Serova Farid Bagirov T. Bryksin 74 1 0 04 Jul 2024
Optimizing Novelty of Top-k Recommendations using Large Language Models and Reinforcement Learning Amit Sharma Hua Li Xue Li Jian Jiao LRM 124 1 0 20 Jun 2024
Mixing Natural and Synthetic Images for Robust Self-Supervised Representations Reza Akbarian Bafghi Nidhin Harilal C. Monteleoni M. Raissi DiffM 75 0 0 18 Jun 2024
Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models Christopher Schröder Gerhard Heyer VLM 102 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 130 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 117 4 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 123 4 0 27 May 2024
ContrastAlign: Toward Robust BEV Feature Alignment via Contrastive Learning for Multi-Modal 3D Object Detection Ziying Song Feiyang Jia Hongyu Pan Yadan Luo Caiyan Jia Guoxin Zhang Lin Liu Yang Ji Lei Yang Li-e Wang 94 9 0 27 May 2024
Analysis of Atom-level pretraining with Quantum Mechanics (QM) data for Graph Neural Networks Molecular property models Jose A. Arjona-Medina Ramil I. Nugmanov AI4CE 81 2 0 23 May 2024
Vertical Federated Learning Hybrid Local Pre-training Wenguo Li Xinling Guo Xu Jiao Tiancheng Huang Xiaoran Yan Yao Yang FedML 85 1 0 20 May 2024
RMT-BVQA: Recurrent Memory Transformer-based Blind Video Quality Assessment for Enhanced Video Content Tianhao Peng Chen Feng Duolikun Danier Fan Zhang David Bull 71 2 0 14 May 2024
QCRD: Quality-guided Contrastive Rationale Distillation for Large Language Models Wei Wang Zhaowei Li Qi Xu Yiqing Cai Hang Song Qi Qi Ran Zhou Zhida Huang Tao Wang Li Xiao ALM 91 1 0 14 May 2024
Semi-Parametric Retrieval via Binary Bag-of-Tokens Index Jiawei Zhou Li Dong Furu Wei Lei Chen 27 0 0 03 May 2024
One-Stage Open-Vocabulary Temporal Action Detection Leveraging Temporal Multi-scale and Action Label Features Trung Thanh Nguyen Yasutomo Kawanishi Takahiro Komamizu Ichiro Ide VLM 74 3 0 30 Apr 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 109 2 0 27 Apr 2024
General Item Representation Learning for Cold-start Content Recommendations Jooeun Kim Jinri Kim Kwangeun Yeo Eungi Kim Kyoung-Woon On Jonghwan Mun Joonseok Lee VLM 57 1 0 22 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 62 10 0 12 Apr 2024
Global Contrastive Training for Multimodal Electronic Health Records with Language Supervision Yingbo Ma Suraj Kolla Zhenhong Hu Dhruv Kaliraman Victoria Nolan ... Jeremy A. Balch Tyler J. Loftus Parisa Rashidi A. Bihorac B. Shickel AI4TS 93 2 0 10 Apr 2024
ActNetFormer: Transformer-ResNet Hybrid Method for Semi-Supervised Action Recognition in Videos Sharana Dharshikgan Suresh Dass H. Barua Ganesh Krishnasamy Raveendran Paramesran Raphael C.-W. Phan ViT 60 3 0 09 Apr 2024
Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users Yejin Kim Scott Rome Kevin Foley Mayur Nankani Rimon Melamed Javier Morales Abhay Yadav Maria Peifer Sardar Hamidian H. H. Huang 93 0 0 27 Mar 2024
CoRAST: Towards Foundation Model-Powered Correlated Data Analysis in Resource-Constrained CPS and IoT Yi Hu Jinhang Zuo Alanis Zhao Bob Iannucci Carlee Joe-Wong 64 0 0 27 Mar 2024
Knowledge-guided Machine Learning: Current Trends and Future Prospects Anuj Karpatne X. Jia Vipin Kumar 103 12 0 24 Mar 2024
Fine-Grained Engine Fault Sound Event Detection Using Multimodal Signals Dennis Fedorishin Livio Forte Philip Schneider S. Setlur Venugopal Govindaraju 65 0 0 16 Mar 2024
Stimulate the Potential of Robots via Competition K. Huang Di Guo Xinyu Zhang Xiangyang Ji Huaping Liu 95 3 0 15 Mar 2024
Rethinking ASTE: A Minimalist Tagging Scheme Alongside Contrastive Learning Qiao Sun Liujia Yang Minghao Ma Nanyang Ye Qinying Gu 129 1 0 12 Mar 2024
Hierarchical Query Classification in E-commerce Search Bing He Sreyashi Nag Limeng Cui Suhang Wang Zheng Li R. Goutam Zhen Li Haiyang Zhang 60 0 0 09 Mar 2024
Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook Xingchen Zou Yibo Yan Xixuan Hao Yuehong Hu Haomin Wen ... Junbo Zhang Yong Li Tianrui Li Yu Zheng Yuxuan Liang HAI AI4TS 111 45 0 29 Feb 2024
Disambiguated Node Classification with Graph Neural Networks Tianxiang Zhao Xiang Zhang Suhang Wang AI4CE 90 4 0 13 Feb 2024
Out-of-Distribution Detection and Data Drift Monitoring using Statistical Process Control Ghada Zamzmi Kesavan Venkatesh Brandon Nelson Smriti Prathapan Paul H Yi B. Sahiner Jana G. Delfino OOD 76 0 0 12 Feb 2024
One Train for Two Tasks: An Encrypted Traffic Classification Framework Using Supervised Contrastive Learning Haozhen Zhang Xi Xiao Le Yu Qing Li Z. Ling Ye Zhang 54 4 0 12 Feb 2024
Learning Contrastive Feature Representations for Facial Action Unit Detection Ziqiao Shang Bin Liu Fengmao Lv Fei Teng Tian-Jie Li 108 1 0 09 Feb 2024
AOC-IDS: Autonomous Online Framework with Contrastive Learning for Intrusion Detection Xinchen Zhang Running Zhao Zhihan Jiang Zhicong Sun Yulong Ding Edith C.H. Ngai Shuang-Hua Yang 66 4 0 02 Feb 2024
Morality is Non-Binary: Building a Pluralist Moral Sentence Embedding Space using Contrastive Learning Jeongwoo Park Enrico Liscio P. Murukannaiah AILaw 74 5 0 30 Jan 2024
BELHD: Improving Biomedical Entity Linking with Homonoym Disambiguation Samuele Garda Ulf Leser 105 3 0 10 Jan 2024
Unifying Graph Contrastive Learning via Graph Message Augmentation Ziyan Zhang Bo Jiang Jin Tang Bin Luo 84 1 0 08 Jan 2024
Encoding Binary Events from Continuous Time Series in Rooted Trees using Contrastive Learning Tobias Engelhardt Rasmussen Siv Sorensen 19 0 0 02 Jan 2024
HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses Xinke Jiang Ruizhe Zhang Yongxin Xu Rihong Qiu Yue Fang ... Jinyi Tang Hongxin Ding Xu Chu Junfeng Zhao Yasha Wang RALM 75 21 0 26 Dec 2023
Synergistic Anchored Contrastive Pre-training for Few-Shot Relation Extraction Da Luo Yanglei Gan Rui Hou Run Lin Qiao Liu Yuxiang Cai Wannian Gao 86 6 0 19 Dec 2023
Difficulty-Focused Contrastive Learning for Knowledge Tracing with a Large Language Model-Based Difficulty Prediction Unggi Lee Sungjun Yoon Joon Seo Yun Kyoungsoo Park YoungHoon Jung Damji Stratton Hyeoncheol Kim 74 9 0 19 Dec 2023
Temporal Supervised Contrastive Learning for Modeling Patient Risk Progression Shahriar Noroozizadeh Jeremy C. Weiss George H. Chen 124 9 0 10 Dec 2023
Text Attribute Control via Closed-Loop Disentanglement Lei Sha Thomas Lukasiewicz DRL 96 2 0 01 Dec 2023