Hard Negative Mixing for Contrastive Learning

2 October 2020

Yannis Kalantidis

Mert Bulent Sariyildiz

Papers citing "Hard Negative Mixing for Contrastive Learning"

50 / 345 papers shown

Title
MInCo: Mitigating Information Conflicts in Distracted Visual Model-based Reinforcement Learning Shiguang Sun Hanbo Zhang Zeyang Liu Xinrui Yang Lipeng Wan Bing Yan Xingyu Chen Xuguang Lan 38 0 0 20 May 2025
Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs Tiancheng Gu Kaicheng Yang Ziyong Feng Xingjun Wang Yanzhao Zhang Dingkun Long Yingda Chen Weidong Cai Jiankang Deng VLM 161 1 0 24 Apr 2025
Detecting underdetermination in parameterized quantum circuits Marie Kempkes Jakob Spiegelberg Evert van Nieuwenburg Vedran Dunjko 39 0 0 04 Apr 2025
Fuzzy Cluster-Aware Contrastive Clustering for Time Series Congyu Wang Mingjing Du Xiang Jiang Yongquan Dong AI4TS 37 0 0 28 Mar 2025
Contextual Metric Meta-Evaluation by Measuring Local Metric Accuracy Athiya Deviyani Fernando Diaz 34 0 0 25 Mar 2025
UniSync: A Unified Framework for Audio-Visual Synchronization Tao Feng Yifan Xie Xun Guan Jiyuan Song Z. Liu Fei Ma Fei Richard Yu 73 1 0 20 Mar 2025
Utilization of Neighbor Information for Image Classification with Different Levels of Supervision Gihan Jayatilaka Abhinav Shrivastava M. Gwilliam 64 0 0 18 Mar 2025
Dynamic Relation Inference via Verb Embeddings Omri Suissa Muhiim Ali Ariana Azarbal Hui Shen Shekhar Pradhan 46 0 0 17 Mar 2025
Object-centric Binding in Contrastive Language-Image Pretraining Rim Assouel Pietro Astolfi Florian Bordes M. Drozdzal Adriana Romero Soriano OCL VLM CoGe 103 0 0 19 Feb 2025
Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder Yuhan Zhang Guoqing Ma Guangfu Hao Liangxuan Guo Yang Chen S. Yu OnRL 74 0 0 08 Feb 2025
Multi-level Supervised Contrastive Learning Naghmeh Ghanooni Barbod Pajoum Harshit Rawal Sophie Fellenz Vo Nguyen Le Duy Marius Kloft 86 0 0 04 Feb 2025
Generating Negative Samples for Multi-Modal Recommendation Yanbiao Ji Yue Ding Dan Luo Chang Liu Jing Tong Shaokai Wu Hongtao Lu 31 0 0 25 Jan 2025
NExtLong: Toward Effective Long-Context Training without Long Documents Chaochen Gao Xing Wu Zijia Lin Debing Zhang Songlin Hu SyDa 68 1 0 22 Jan 2025
Understanding Difficult-to-learn Examples in Contrastive Learning: A Theoretical Framework for Spectral Contrastive Learning Yi-Ge Zhang Jingyi Cui Qiran Li Yisen Wang SSL 43 0 0 03 Jan 2025
Beyond Coarse-Grained Matching in Video-Text Retrieval Aozhu Chen Hazel Doughty Xirong Li Cees G. M. Snoek 32 0 0 16 Oct 2024
Feature Augmentation for Self-supervised Contrastive Learning: A Closer Look Yong Zhang Rui Zhu Shifeng Zhang Xu Zhou Shifeng Chen Xiaofan Chen SSL 38 0 0 16 Oct 2024
Enhance Graph Alignment for Large Language Models Haitong Luo Xuying Meng Suhang Wang Tianxiang Zhao Fali Wang Hanyun Cao Yujun Zhang 143 1 0 15 Oct 2024
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation Zehua Cheng Di Yuan Thomas Lukasiewicz 28 0 0 14 Oct 2024
LaB-CL: Localized and Balanced Contrastive Learning for improving parking slot detection U Jin Jeong Sumin Roh Il Yong Chun 19 0 0 10 Oct 2024
ManiNeg: Manifestation-guided Multimodal Pretraining for Mammography Classification Xujun Li Xin Wei Jing Jiang Danxiang Chen Wei Zhang Jinpeng Li 33 0 0 24 Sep 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 54 1 0 30 Aug 2024
Evaluating Language Model Math Reasoning via Grounding in Educational Curricula L. Lucy Tal August Rose E. Wang Luca Soldaini Courtney Allison Kyle Lo ReLM LRM 29 3 0 08 Aug 2024
PiPa++: Towards Unification of Domain Adaptive Semantic Segmentation via Self-supervised Learning Mu Chen Zhedong Zheng Yi Yang 43 0 0 24 Jul 2024
CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning Erum Mushtaq D. Yaldiz Yavuz Faruk Bakman Jie Ding Chenyang Tao Dimitrios Dimitriadis A. Avestimehr CLL 36 1 0 16 Jul 2024
Relational Representation Distillation Nikolaos Giakoumoglou Tania Stathaki 34 0 0 16 Jul 2024
Close, But Not There: Boosting Geographic Distance Sensitivity in Visual Place Recognition Sergio Izquierdo Javier Civera 47 4 0 02 Jul 2024
Heterogeneous Graph Contrastive Learning with Spectral Augmentation Jing Zhang Xiaoqian Jiang Yingjie Xie Cangqi Zhou 31 0 0 30 Jun 2024
WV-Net: A foundation model for SAR WV-mode satellite imagery trained using contrastive self-supervised learning on 10 million images Yannik Glaser J. Stopa Linnea M. Wolniewicz Ralph Foster Doug Vandemark A. Mouche Bertrand Chapron Peter Sadowski 25 1 0 26 Jun 2024
Label-aware Hard Negative Sampling Strategies with Momentum Contrastive Learning for Implicit Hate Speech Detection Jaehoon Kim Seungwan Jin Sohyun Park Someen Park Kyungsik Han 44 2 0 12 Jun 2024
Exploring Effects of Hyperdimensional Vectors for Tsetlin Machines Vojtech Halenka A. K. Kadhim Paul F. A. Clarke Bimal Bhattarai Rupsa Saha Ole-Christoffer Granmo Lei Jiao Per-Arne Andersen 47 2 0 04 Jun 2024
Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models Zachary Ankner Cody Blakeney Kartik K. Sreenivasan Max Marion Matthew L. Leavitt Mansheej Paul 37 24 0 30 May 2024
A Survey of Latent Factor Models in Recommender Systems Hind I. Alshbanat Hafida Benhidour Said Kerrache LRM BDL 43 1 0 28 May 2024
Efficiency for Free: Ideal Data Are Transportable Representations Peng Sun Yi Jiang Tao Lin DD 41 0 0 23 May 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 64 1 0 08 May 2024
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval Lorenzo Agnolucci Alberto Baldrati Marco Bertini A. Bimbo 38 10 0 05 May 2024
UniDEC : Unified Dual Encoder and Classifier Training for Extreme Multi-Label Classification Siddhant Kharbanda Devaansh Gupta K. Gururaj Pankaj Malhotra Cho-Jui Hsieh Rohit Babbar Rohit Babbar 33 0 0 04 May 2024
MoDE: CLIP Data Experts via Clustering Jiawei Ma Po-Yao Huang Saining Xie Shang-Wen Li Luke Zettlemoyer Shih-Fu Chang Wen-tau Yih Hu Xu MoE CLIP VLM 28 10 0 24 Apr 2024
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis Jiaxin Zhuang Linshan Wu Qiong Wang V. Vardhanabhuti Lin Luo Hao Chen Hao Chen 57 4 0 24 Apr 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 30 1 0 23 Apr 2024
Towards noise contrastive estimation with soft targets for conditional models J. Hugger Virginie Uhlmann UQCV 39 1 0 22 Apr 2024
Contextrast: Contextual Contrastive Learning for Semantic Segmentation Chan-Yong Sung Wanhee Kim Jungho An Wooju Lee Hyungtae Lim Hyun Myung 39 12 0 16 Apr 2024
Learning Tracking Representations from Single Point Annotations Qiangqiang Wu Antoni B. Chan 30 1 0 15 Apr 2024
Generalized Contrastive Learning for Multi-Modal Retrieval and Ranking Tianyu Zhu M. Jung Jesse Clark 88 1 0 12 Apr 2024
Comparing Self-Supervised Learning Techniques for Wearable Human Activity Recognition Sannara Ek Riccardo Presotto Gabriele Civitarese Franccois Portet P. Lalanda Claudio Bettini HAI 20 1 0 08 Apr 2024
Decoupling Static and Hierarchical Motion Perception for Referring Video Segmentation Shuting He Henghui Ding VOS 35 23 0 04 Apr 2024
Generative-Contrastive Heterogeneous Graph Neural Network Yu-Chiang Frank Wang Lei Sang Yi Zhang Yiwen Zhang X. Wu 52 0 0 03 Apr 2024
Unveiling the Significance of Toddler-Inspired Reward Transition in Goal-Oriented Reinforcement Learning Junseok Park Yoonsung Kim Hee Bin Yoo Min Whoo Lee Kibeom Kim Won-Seok Choi Minsu Lee Byoung-Tak Zhang OffRL 35 1 0 11 Mar 2024
Understanding and Mitigating Human-Labelling Errors in Supervised Contrastive Learning Zijun Long Lipeng Zhuang George Killick R. McCreadie Gerardo Aragon Camarasa Paul Henderson NoLa 30 1 0 10 Mar 2024
Generating Hard-Negative Out-of-Scope Data with ChatGPT for Intent Classification Zhijian Li Stefan Larson Kevin Leach OODD 27 1 0 08 Mar 2024
Does Negative Sampling Matter? A Review with Insights into its Theory and Applications Zhen Yang Ming Ding Tinglin Huang Yukuo Cen Junshuai Song Bin Xu Yuxiao Dong Jie Tang 33 9 0 27 Feb 2024