Hard Negative Mixing for Contrastive Learning

2 October 2020

Yannis Kalantidis

Mert Bulent Sariyildiz

Papers citing "Hard Negative Mixing for Contrastive Learning"

50 / 67 papers shown

Title
Multi-level Supervised Contrastive Learning Naghmeh Ghanooni Barbod Pajoum Harshit Rawal Sophie Fellenz Vo Nguyen Le Duy Marius Kloft 83 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
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 46 1 0 30 Aug 2024
Relational Representation Distillation Nikolaos Giakoumoglou Tania Stathaki 22 0 0 16 Jul 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 30 23 0 30 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
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 46 4 0 24 Apr 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 25 1 0 23 Apr 2024
Generalized Contrastive Learning for Multi-Modal Retrieval and Ranking Tianyu Zhu M. Jung Jesse Clark 83 1 0 12 Apr 2024
Generative-Contrastive Heterogeneous Graph Neural Network Yu-Chiang Frank Wang Lei Sang Yi Zhang Yiwen Zhang X. Wu 44 0 0 03 Apr 2024
Robust Training of Temporal GNNs using Nearest Neighbours based Hard Negatives Shubham Gupta Srikanta J. Bedathur OOD 26 1 0 14 Feb 2024
Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing Jaeill Kim Duhun Hwang Eunjung Lee Jangwon Suh Jimyeong Kim Wonjong Rhee 23 0 0 11 Jan 2024
DropMix: Better Graph Contrastive Learning with Harder Negative Samples Yueqi Ma Minjie Chen Xiang Li SSL 13 1 0 15 Oct 2023
AdaptSSR: Pre-training User Model with Augmentation-Adaptive Self-Supervised Ranking Yang Yu Qi Liu Kai Zhang Yuren Zhang Chao Song Min Hou Yuqing Yuan Zhihao Ye Zaixin Zhang Sanshi Lei Yu 22 2 0 15 Oct 2023
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning Chen Jiang Hong Liu Xuzheng Yu Qing Wang Yuan-Chia Cheng ... Zhongyi Liu Qingpei Guo Wei Chu Ming Yang Yuan Qi 16 10 0 20 Sep 2023
Hierarchical Skeleton Meta-Prototype Contrastive Learning with Hard Skeleton Mining for Unsupervised Person Re-Identification Haocong Rao Cyril Leung Chun Miao 3DH 21 8 0 24 Jul 2023
Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination Methods Mohammad Alkhalefi Georgios Leontidis Min Zhong SSL 82 2 0 28 Jun 2023
GraphSHA: Synthesizing Harder Samples for Class-Imbalanced Node Classification Wenzhong Li Changdong Wang Hui Xiong Jian-Huang Lai 22 23 0 16 Jun 2023
OpenShape: Scaling Up 3D Shape Representation Towards Open-World Understanding Minghua Liu Ruoxi Shi Kaiming Kuang Yinhao Zhu Xuanlin Li Shizhong Han H. Cai Fatih Porikli Hao Su 3DPC 22 115 0 18 May 2023
HaSa: Hardness and Structure-Aware Contrastive Knowledge Graph Embedding Honggen Zhang June Zhang Igor Molybog 16 4 0 17 May 2023
Vision Language Pre-training by Contrastive Learning with Cross-Modal Similarity Regulation Chaoya Jiang Wei Ye Haiyang Xu Miang yan Shikun Zhang Jie Zhang Fei Huang VLM 19 14 0 08 May 2023
Focalized Contrastive View-invariant Learning for Self-supervised Skeleton-based Action Recognition Qianhui Men Edmond S. L. Ho Hubert P. H. Shum Howard Leung SSL 18 18 0 03 Apr 2023
AdPE: Adversarial Positional Embeddings for Pretraining Vision Transformers via MAE+ Xiao Wang Ying Wang Ziwei Xuan Guo-Jun Qi ViT 20 3 0 14 Mar 2023
DrasCLR: A Self-supervised Framework of Learning Disease-related and Anatomy-specific Representation for 3D Medical Images K. Yu Li Sun Junxiang Chen Maxwell Reynolds Tigmanshu Chaudhary Kayhan Batmanghelich 17 1 0 21 Feb 2023
Contrastive Learning with Consistent Representations Zihu Wang Yu Wang Hanbin Hu Peng Li CLL 18 5 0 03 Feb 2023
Vision Learners Meet Web Image-Text Pairs Bingchen Zhao Quan Cui Hao Wu Osamu Yoshie Cheng Yang Oisin Mac Aodha VLM 19 5 0 17 Jan 2023
Heterogeneous Graph Contrastive Learning with Meta-path Contexts and Adaptively Weighted Negative Samples Jianxiang Yu Qingqing Ge Xiang Li Aoying Zhou 22 7 0 28 Dec 2022
Hard Sample Aware Network for Contrastive Deep Graph Clustering Yue Liu Xihong Yang Sihang Zhou Xinwang Liu Zhen Wang K. Liang Wenxuan Tu Liangjun Li Jingcan Duan Cancan Chen 29 101 0 16 Dec 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 19 56 0 15 Nov 2022
Contrastive Classification and Representation Learning with Probabilistic Interpretation Rahaf Aljundi Yash J. Patel Milan Šulc Daniel Olmeda N. Chumerin SSL 23 5 0 07 Nov 2022
ScoreMix: A Scalable Augmentation Strategy for Training GANs with Limited Data Jie Cao Mandi Luo Junchi Yu Mingmin Yang Ran He 19 3 0 27 Oct 2022
Adversarial Pretraining of Self-Supervised Deep Networks: Past, Present and Future Guo-Jun Qi M. Shah SSL 18 8 0 23 Oct 2022
Data Augmentation by Selecting Mixed Classes Considering Distance Between Classes Shungo Fujii Yasunori Ishii Kazuki Kozuka Tsubasa Hirakawa Takayoshi Yamashita H. Fujiyoshi 22 2 0 12 Sep 2022
Multi-level Contrast Network for Wearables-based Joint Activity Segmentation and Recognition Songpengcheng Xia Lei Chu Ling Pei Wenxi Yu Robert C. Qiu 10 2 0 16 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 22 10 0 12 Aug 2022
Contrastive Self-Supervised Learning Leads to Higher Adversarial Susceptibility Rohit Gupta Naveed Akhtar Ajmal Saeed Mian M. Shah AAML SSL 21 5 0 22 Jul 2022
FakeCLR: Exploring Contrastive Learning for Solving Latent Discontinuity in Data-Efficient GANs Ziqiang Li Chaoyue Wang Heliang Zheng Jing Zhang Bin Li 16 23 0 18 Jul 2022
Game State Learning via Game Scene Augmentation C. Trivedi Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis 11 2 0 04 Jul 2022
Infinite Recommendation Networks: A Data-Centric Approach Noveen Sachdeva Mehak Preet Dhaliwal Carole-Jean Wu Julian McAuley DD 26 28 0 03 Jun 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 28 158 0 16 May 2022
Universum-inspired Supervised Contrastive Learning Aiyang Han Chuanxing Geng Songcan Chen SSL 16 3 0 22 Apr 2022
FedCL: Federated Contrastive Learning for Privacy-Preserving Recommendation Chuhan Wu Fangzhao Wu Tao Qi Yongfeng Huang Xing Xie FedML 6 15 0 21 Apr 2022
Harnessing Hard Mixed Samples with Decoupled Regularizer Zicheng Liu Siyuan Li Ge Wang Cheng Tan Lirong Wu Stan Z. Li 48 17 0 21 Mar 2022
MixKG: Mixing for harder negative samples in knowledge graph Feihu Che Guohua Yang Pengpeng Shao Dawei Zhang J. Tao 23 6 0 19 Feb 2022
Conditional Contrastive Learning with Kernel Yao-Hung Hubert Tsai Tianqi Li Martin Q. Ma Han Zhao Kun Zhang Louis-Philippe Morency Ruslan Salakhutdinov 11 24 0 11 Feb 2022
Robust Contrastive Learning against Noisy Views Ching-Yao Chuang R. Devon Hjelm Xin Eric Wang Vibhav Vineet Neel Joshi Antonio Torralba Stefanie Jegelka Ya-heng Song NoLa 13 67 0 12 Jan 2022
Improving Self-supervised Learning with Automated Unsupervised Outlier Arbitration Yu Wang Jingyang Lin Jingjing Zou Yingwei Pan Ting Yao Tao Mei OODD 24 12 0 15 Dec 2021
Dual Prototypical Contrastive Learning for Few-shot Semantic Segmentation Hyeongjun Kwon Somi Jeong Sunok Kim K. Sohn VLM 25 10 0 09 Nov 2021
Self-Supervised Learning Disentangled Group Representation as Feature Tan Wang Zhongqi Yue Jianqiang Huang Qianru Sun Hanwang Zhang OOD 27 66 0 28 Oct 2021
Digging Into Self-Supervised Learning of Feature Descriptors Iaroslav Melekhov Zakaria Laskar Xiaotian Li Shuzhe Wang Juho Kannala SSL 27 8 0 10 Oct 2021