Contrastive Learning with Hard Negative Samples

9 October 2020

Papers citing "Contrastive Learning with Hard Negative Samples"

50 / 443 papers shown

Title
ARIEL: Adversarial Graph Contrastive Learning Shengyu Feng Baoyu Jing Yada Zhu Hanghang Tong 18 7 0 15 Aug 2022
Enhancing Graph Contrastive Learning with Node Similarity Hongliang Chi Yao Ma SSL 37 3 0 13 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 27 10 0 12 Aug 2022
Category-Level Pose Retrieval with Contrastive Features Learnt with Occlusion Augmentation Georgios Kouros Shubham Shrivastava Cédric Picron Sushruth Nagesh Punarjay Chakravarty Tinne Tuytelaars 3DV 12 2 0 12 Aug 2022
On the Pros and Cons of Momentum Encoder in Self-Supervised Visual Representation Learning T. Pham Chaoning Zhang Axi Niu Kang Zhang Chang-Dong Yoo 36 11 0 11 Aug 2022
GRIT-VLP: Grouped Mini-batch Sampling for Efficient Vision and Language Pre-training Jaeseok Byun Taebaek Hwang Jianlong Fu Taesup Moon VLM 15 10 0 08 Aug 2022
Generating Negative Samples for Sequential Recommendation Yong-Guang Chen Jia Li Zhiwei Liu N. Keskar Haiquan Wang Julian McAuley Caiming Xiong 20 4 0 07 Aug 2022
COCOA: Cross Modality Contrastive Learning for Sensor Data Shohreh Deldari Hao Xue Aaqib Saeed Daniel V. Smith Flora D. Salim SSL 40 38 0 31 Jul 2022
A Survey of Learning on Small Data: Generalization, Optimization, and Challenge Xiaofeng Cao Weixin Bu Sheng-Jun Huang Minling Zhang Ivor W. Tsang Yew-Soon Ong James T. Kwok 30 1 0 29 Jul 2022
Mitigating the Performance Sacrifice in DP-Satisfied Federated Settings through Graph Contrastive Learning Haoran Yang Xiangyu Zhao Muyang Li Hongxu Chen Guandong Xu FedML 21 2 0 24 Jul 2022
FakeCLR: Exploring Contrastive Learning for Solving Latent Discontinuity in Data-Efficient GANs Ziqiang Li Chaoyue Wang Heliang Zheng Jing Zhang Bin Li 26 23 0 18 Jul 2022
Adversarial Contrastive Learning via Asymmetric InfoNCE Qiying Yu Jieming Lou Xianyuan Zhan Qizhang Li W. Zuo Yang Liu Jingjing Liu AAML 14 23 0 18 Jul 2022
Model-Aware Contrastive Learning: Towards Escaping the Dilemmas Zizheng Huang Haoxing Chen Ziqi Wen Chao Zhang Huaxiong Li Bojuan Wang Chunlin Chen 24 8 0 16 Jul 2022
Contrastive Adapters for Foundation Model Group Robustness Michael Zhang Christopher Ré VLM 8 61 0 14 Jul 2022
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach Prashant Bhat Bahram Zonooz Elahe Arani SSL CLL 11 12 0 13 Jul 2022
Dynamic Contrastive Distillation for Image-Text Retrieval Jun Rao Liang Ding Shuhan Qi Meng Fang Yang Liu Liqiong Shen Dacheng Tao VLM 51 30 0 04 Jul 2022
e-CLIP: Large-Scale Vision-Language Representation Learning in E-commerce Wonyoung Shin Jonghun Park Taekang Woo Yongwoo Cho Kwangjin Oh Hwanjun Song VLM 27 16 0 01 Jul 2022
Generating Counterfactual Hard Negative Samples for Graph Contrastive Learning Haoran Yang Hongxu Chen Sixiao Zhang Xiangguo Sun Qian Li Xiangyu Zhao Guandong Xu SSL 42 24 0 01 Jul 2022
Lesion-Aware Contrastive Representation Learning for Histopathology Whole Slide Images Analysis Jun Li Yushan Zheng Kun-Hsuan Wu Jun Shi Feng-ying Xie Zhi-guo Jiang SSL 25 11 0 27 Jun 2022
CoSP: Co-supervised pretraining of pocket and ligand Zhangyang Gao Cheng Tan Lirong Wu Stan Z. Li 21 19 0 23 Jun 2022
Evaluation of Contrastive Learning with Various Code Representations for Code Clone Detection Maksim Zubkov Egor Spirin Egor Bogomolov T. Bryksin 30 4 0 17 Jun 2022
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation Samayan Bhattacharya Sk Shahnawaz Avigyan Bhattacharya 17 1 0 10 Jun 2022
Improving Contrastive Learning of Sentence Embeddings with Case-Augmented Positives and Retrieved Negatives Wei Wang Liangzhu Ge Jingqiao Zhang Cheng Yang 12 20 0 06 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora D. Salim AI4TS 25 37 0 06 Jun 2022
Relevance in Dialogue: Is Less More? An Empirical Comparison of Existing Metrics, and a Novel Simple Metric Ian Berlot-Attwell Frank Rudzicz 15 1 0 03 Jun 2022
Infinite Recommendation Networks: A Data-Centric Approach Noveen Sachdeva Mehak Preet Dhaliwal Carole-Jean Wu Julian McAuley DD 31 28 0 03 Jun 2022
Hard Negative Sampling Strategies for Contrastive Representation Learning Afrina Tabassum Muntasir Wahed Hoda Eldardiry Ismini Lourentzou SSL 25 24 0 02 Jun 2022
Active Domain Adaptation with Multi-level Contrastive Units for Semantic Segmentation Hao Zhang Ruimao Zhang Zhanglin Peng Junle Wang Yanqing Jing 49 3 0 23 May 2022
EASE: Entity-Aware Contrastive Learning of Sentence Embedding Sosuke Nishikawa Ryokan Ri Ikuya Yamada Yoshimasa Tsuruoka Isao Echizen 20 29 0 09 May 2022
Convex Combination Consistency between Neighbors for Weakly-supervised Action Localization Qinying Liu Zilei Wang Ruoxi Chen Zhilin Li 11 4 0 01 May 2022
Sparse and Dense Approaches for the Full-rank Retrieval of Responses for Dialogues Gustavo Penha C. Hauff RALM 28 0 0 22 Apr 2022
Adversarial Contrastive Learning by Permuting Cluster Assignments Muntasir Wahed Afrina Tabassum Ismini Lourentzou SSL 13 5 0 21 Apr 2022
FedCL: Federated Contrastive Learning for Privacy-Preserving Recommendation Chuhan Wu Fangzhao Wu Tao Qi Yongfeng Huang Xing Xie FedML 16 15 0 21 Apr 2022
Spatial-Temporal Hypergraph Self-Supervised Learning for Crime Prediction Zhong Li Chao Huang Lianghao Xia Yong-mei Xu Jiangsen Pei 23 65 0 18 Apr 2022
Contrastive Learning with Hard Negative Entities for Entity Set Expansion Yinghui Li Y. Li Yuxin He Tianyu Yu Ying Shen Haitao Zheng 16 32 0 16 Apr 2022
Perfectly Balanced: Improving Transfer and Robustness of Supervised Contrastive Learning Mayee F. Chen Daniel Y. Fu A. Narayan Michael Zhang Zhao-quan Song Kayvon Fatahalian Christopher Ré SSL 19 46 0 15 Apr 2022
Learning Downstream Task by Selectively Capturing Complementary Knowledge from Multiple Self-supervisedly Learning Pretexts Jiayu Yao Qingyuan Wu Quan Feng Songcan Chen SSL 17 1 0 11 Apr 2022
Zero-shot Cross-lingual Conversational Semantic Role Labeling Han Wu Haochen Tan Kun Xu Shuqi Liu Lianwei Wu Linqi Song 44 3 0 11 Apr 2022
Graph Enhanced Contrastive Learning for Radiology Findings Summarization Jinpeng Hu Zhuo Li Zhihong Chen Zhuguo Li Xiang Wan Tsung-Hui Chang MedIm 11 46 0 01 Apr 2022
Dual Temperature Helps Contrastive Learning Without Many Negative Samples: Towards Understanding and Simplifying MoCo Chaoning Zhang Kang Zhang T. Pham Axi Niu Zhinan Qiao Chang-Dong Yoo In So Kweon 20 54 0 30 Mar 2022
CaCo: Both Positive and Negative Samples are Directly Learnable via Cooperative-adversarial Contrastive Learning Xiao Wang Yuhang Huang Dan Zeng Guo-Jun Qi SSL 11 16 0 27 Mar 2022
A Unified Contrastive Energy-based Model for Understanding the Generative Ability of Adversarial Training Yifei Wang Yisen Wang Jiansheng Yang Zhouchen Lin AAML 19 13 0 25 Mar 2022
Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu L. Chen Huansheng Ning Yaping Wan SSL HAI 23 30 0 23 Mar 2022
Text Transformations in Contrastive Self-Supervised Learning: A Review Amrita Bhattacharjee Mansooreh Karami Huan Liu SSL 27 23 0 22 Mar 2022
Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition Zhisheng Zhong Jiequan Cui Zeming Li Eric Lo Jian-jun Sun Jiaya Jia SSL 15 4 0 22 Mar 2022
Modulated Contrast for Versatile Image Synthesis Fangneng Zhan Jiahui Zhang Yingchen Yu Rongliang Wu Shijian Lu 22 43 0 17 Mar 2022
Contrastive Learning of Sociopragmatic Meaning in Social Media Chiyu Zhang Muhammad Abdul-Mageed Ganesh Jawahar 28 1 0 15 Mar 2022
WCL-BBCD: A Contrastive Learning and Knowledge Graph Approach to Named Entity Recognition Renjie Zhou Qian Hu Jian Wan Jilin Zhang Qiang Liu Tianxiang Hu Jian Li 28 3 0 14 Mar 2022
Information retrieval for label noise document ranking by bag sampling and group-wise loss Chunyuan Li Jiajia Ding Xing Hu Fan Wang RALM 11 0 0 12 Mar 2022
MetAug: Contrastive Learning via Meta Feature Augmentation Jiangmeng Li Wenwen Qiang Changwen Zheng Bing-Huang Su Hui Xiong 17 23 0 10 Mar 2022