Contrastive Learning with Hard Negative Samples

9 October 2020

Papers citing "Contrastive Learning with Hard Negative Samples"

50 / 443 papers shown

Title
Rethinking Samples Selection for Contrastive Learning: Mining of Potential Samples Hengkui Dong Xianzhong Long Yun Li 34 2 0 01 Nov 2023
Patch-Wise Self-Supervised Visual Representation Learning: A Fine-Grained Approach Ali Javidani Mohammad Amin Sadeghi Babak Nadjar Araabi 25 0 0 28 Oct 2023
Topology-aware Debiased Self-supervised Graph Learning for Recommendation Leiqian Han Hui Yan Zhicheng Qiao 13 1 0 24 Oct 2023
Rethinking Tokenizer and Decoder in Masked Graph Modeling for Molecules Zhiyuan Liu Yaorui Shi An Zhang Enzhi Zhang Kenji Kawaguchi Xiang Wang Tat-Seng Chua AI4CE 31 35 0 23 Oct 2023
A Novel Information-Theoretic Objective to Disentangle Representations for Fair Classification Pierre Colombo Nathan Noiry Guillaume Staerman Pablo Piantanida FaML DRL 35 1 0 21 Oct 2023
Augment with Care: Enhancing Graph Contrastive Learning with Selective Spectrum Perturbation Kaiqi Yang Haoyu Han Wei-dong Jin Hui Liu 19 2 0 20 Oct 2023
ARNIQA: Learning Distortion Manifold for Image Quality Assessment Lorenzo Agnolucci L. Galteri Marco Bertini A. Bimbo 29 32 0 20 Oct 2023
Contrastive Preference Learning: Learning from Human Feedback without RL Joey Hejna Rafael Rafailov Harshit S. Sikchi Chelsea Finn S. Niekum W. B. Knox Dorsa Sadigh OffRL 19 50 0 20 Oct 2023
Domain-specific optimization and diverse evaluation of self-supervised models for histopathology Jeremy Lai Faruk Ahmed Supriya Vijay Tiam Jaroensri Jessica Loo ... Jonathan Krause Yun-hui Liu Po-Hsuan Cameron Chen Ellery Wulczyn David F. Steiner 35 7 0 20 Oct 2023
PREM: A Simple Yet Effective Approach for Node-Level Graph Anomaly Detection Junjun Pan Yixin Liu Yizhen Zheng Shirui Pan 34 18 0 18 Oct 2023
Refining Latent Representations: A Generative SSL Approach for Heterogeneous Graph Learning Yulan Hu Zhirui Yang Ouyang Sheng Yong Liu 19 1 0 17 Oct 2023
Understanding Contrastive Learning via Distributionally Robust Optimization Junkang Wu Jiawei Chen Jiancan Wu Wentao Shi Xiang Wang Xiangnan He 24 24 0 17 Oct 2023
DropMix: Better Graph Contrastive Learning with Harder Negative Samples Yueqi Ma Minjie Chen Xiang Li SSL 20 1 0 15 Oct 2023
HiCL: Hierarchical Contrastive Learning of Unsupervised Sentence Embeddings Zhuofeng Wu Chaowei Xiao V. Vydiswaran 15 2 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 30 2 0 15 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 33 18 0 11 Oct 2023
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCE Peng-Fei Hou Xingyu Li 20 6 0 10 Oct 2023
SemST: Semantically Consistent Multi-Scale Image Translation via Structure-Texture Alignment Ganning Zhao Wenhui Cui Suya You C.-C. Jay Kuo 32 2 0 08 Oct 2023
Cold-start Bundle Recommendation via Popularity-based Coalescence and Curriculum Heating Hyunsik Jeon Jong-eun Lee Jeongin Yun U. Kang 17 7 0 05 Oct 2023
Information Flow in Self-Supervised Learning Zhiyuan Tan Jingqin Yang Weiran Huang Yang Yuan Yifan Zhang SSL 25 13 0 29 Sep 2023
Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning Jizhe Zhou Xiaochen Ma Xia Du Ahmed Y. Al Hammadi Wentao Feng VLM SSL 32 23 0 26 Sep 2023
BELT:Bootstrapping Electroencephalography-to-Language Decoding and Zero-Shot Sentiment Classification by Natural Language Supervision Jinzhao Zhou Yiqun Duan Yu-Cheng Chang Yu-Kai Wang Chin-Teng Lin 31 6 0 21 Sep 2023
Towards Better Modeling with Missing Data: A Contrastive Learning-based Visual Analytics Perspective Laixin Xie Ouyang Yang Long-fei Chen Ziming Wu Quan Li 8 0 0 18 Sep 2023
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels YiXuan Wu Jintai Chen Jiahuan Yan Yiheng Zhu D. Z. Chen Jian Wu VLM 26 6 0 16 Sep 2023
Road Disease Detection based on Latent Domain Background Feature Separation and Suppression Juwu Zheng Jiangtao Ren 21 2 0 14 Sep 2023
Graph Self-Contrast Representation Learning Minjie Chen Yao Cheng Ye Wang Xiangci Li Ming Gao SSL 21 1 0 05 Sep 2023
Multimodal Contrastive Learning with Hard Negative Sampling for Human Activity Recognition Hyeongju Choi Apoorva Beedu Irfan Essa SSL 21 3 0 03 Sep 2023
When hard negative sampling meets supervised contrastive learning Zijun Long George Killick R. McCreadie Gerardo Aragon Camarasa Zaiqiao Meng SSL 26 3 0 28 Aug 2023
Self-Supervised Representation Learning with Cross-Context Learning between Global and Hypercolumn Features Zheng Gao Chen Feng Ioannis Patras SSL 17 3 0 25 Aug 2023
Information Theory-Guided Heuristic Progressive Multi-View Coding Jiangmeng Li Hang Gao Wenwen Qiang Changwen Zheng 22 2 0 21 Aug 2023
Pretrained deep models outperform GBDTs in Learning-To-Rank under label scarcity Charlie Hou K. K. Thekumparampil Michael Shavlovsky Giulia Fanti Yesh Dattatreya Sujay Sanghavi LMTD 13 1 0 31 Jul 2023
Hierarchical Skeleton Meta-Prototype Contrastive Learning with Hard Skeleton Mining for Unsupervised Person Re-Identification Haocong Rao Cyril Leung Chun Miao 3DH 23 8 0 24 Jul 2023
SCRAPS: Speech Contrastive Representations of Acoustic and Phonetic Spaces Iván Vallés-Pérez Grzegorz Beringer Piotr Bilinski G. Cook Roberto Barra-Chicote 11 1 0 23 Jul 2023
ASCON: Anatomy-aware Supervised Contrastive Learning Framework for Low-dose CT Denoising Zhihao Chen Qinhan Gao Yi Zhang Hongming Shan 23 16 0 23 Jul 2023
Hallucination Improves the Performance of Unsupervised Visual Representation Learning Jing Wu Jennifer Hobbs N. Hovakimyan SSL 24 21 0 22 Jul 2023
Composition-contrastive Learning for Sentence Embeddings Sachin Chanchani Ruihong Huang 27 7 0 14 Jul 2023
Mini-Batch Optimization of Contrastive Loss Jaewoong Cho Kartik K. Sreenivasan Keon Lee Kyunghoo Mun Soheun Yi Jeong-Gwan Lee Anna Lee Jy-yong Sohn Dimitris Papailiopoulos Kangwook Lee SSL 35 7 0 12 Jul 2023
Threshold-Consistent Margin Loss for Open-World Deep Metric Learning Q. Zhang Linghan Xu Qingming Tang Jun Fang Yingqi Wu Joseph Tighe Yifan Xing 22 4 0 08 Jul 2023
Large Language Models as Batteries-Included Zero-Shot ESCO Skills Matchers Benjamin Clavié Guillaume Soulié 24 11 0 07 Jul 2023
Multi-Similarity Contrastive Learning Emily Mu John Guttag Maggie Makar SSL 28 2 0 06 Jul 2023
Graph Contrastive Topic Model Zheheng Luo Lei Liu Qianqian Xie Sophia Ananiadou 16 2 0 05 Jul 2023
Benchmarking Zero-Shot Recognition with Vision-Language Models: Challenges on Granularity and Specificity Zhenlin Xu Yi Zhu Tiffany Deng Abhay Mittal Yanbei Chen Manchen Wang Paolo Favaro Joseph Tighe Davide Modolo VLM CoGe 16 7 0 28 Jun 2023
GraSS: Contrastive Learning with Gradient Guided Sampling Strategy for Remote Sensing Image Semantic Segmentation Zhaoyang Zhang Zhen Ren Chao Tao Yunsheng Zhang Cheng-Shuang Peng Haifeng Li SSL 35 12 0 28 Jun 2023
Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination Methods Mohammad Alkhalefi Georgios Leontidis Min Zhong SSL 87 2 0 28 Jun 2023
MOVES: Movable and Moving LiDAR Scene Segmentation in Label-Free settings using Static Reconstruction Prashant Kumar Dhruv Makwana Onkar Susladkar Anurag Mittal P. K. Kalra 3DV 3DPC 18 1 0 26 Jun 2023
Hard Sample Mining Enabled Supervised Contrastive Feature Learning for Wind Turbine Pitch System Fault Diagnosis Zixuan Wang Bo Qin Mengxuan Li Jian Zhang M. Butala Peng Peng Hongwei Wang 13 0 0 26 Jun 2023
GraphSHA: Synthesizing Harder Samples for Class-Imbalanced Node Classification Wenzhong Li Changdong Wang Hui Xiong Jian-Huang Lai 22 24 0 16 Jun 2023
Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding Le Zhang Rabiul Awal Aishwarya Agrawal CoGe VLM 31 9 0 15 Jun 2023
ScoreCL: Augmentation-Adaptive Contrastive Learning via Score-Matching Function Jinyoung Kim Soonwoo Kwon Hyojun Go Yunsung Lee Seungtaek Choi Hyun-Gyoon Kim 27 1 0 07 Jun 2023
Randomized Schur Complement Views for Graph Contrastive Learning Vignesh Kothapalli 12 1 0 06 Jun 2023