Contrastive Learning with Hard Negative Samples

9 October 2020

Papers citing "Contrastive Learning with Hard Negative Samples"

50 / 443 papers shown

Title
Facilitating Contrastive Learning of Discourse Relational Senses by Exploiting the Hierarchy of Sense Relations Wanqiu Long Bonnie Webber 36 33 0 06 Jan 2023
Filtering, Distillation, and Hard Negatives for Vision-Language Pre-Training Filip Radenovic Abhimanyu Dubey Abhishek Kadian Todor Mihaylov Simon Vandenhende Yash J. Patel Y. Wen Vignesh Ramanathan D. Mahajan VLM 32 81 0 05 Jan 2023
Learning by Sorting: Self-supervised Learning with Group Ordering Constraints Nina Shvetsova Felix Petersen Anna Kukleva Bernt Schiele Hilde Kuehne SSL 44 11 0 05 Jan 2023
STEPs: Self-Supervised Key Step Extraction and Localization from Unlabeled Procedural Videos Anshul B. Shah Benjamin Lundell H. Sawhney Ramalingam Chellappa SSL 16 8 0 02 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
Multi-queue Momentum Contrast for Microvideo-Product Retrieval Yali Du Yin-wei Wei Wei Ji Fan Liu Xin Luo Liqiang Nie 32 16 0 22 Dec 2022
Similarity Contrastive Estimation for Image and Video Soft Contrastive Self-Supervised Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault SSL 14 6 0 21 Dec 2022
Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? Jiashu Xu Mingyu Derek Ma Muhao Chen 25 21 0 21 Dec 2022
One Embedder, Any Task: Instruction-Finetuned Text Embeddings Hongjin Su Weijia Shi Jungo Kasai Yizhong Wang Yushi Hu Mari Ostendorf Wen-tau Yih Noah A. Smith Luke Zettlemoyer Tao Yu 25 278 0 19 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
Coarse-to-Fine Contrastive Learning on Graphs Peiyao Zhao Yuangang Pan Xin Li Xu Chen Ivor W. Tsang L. Liao SSL 34 5 0 13 Dec 2022
Contrastive View Design Strategies to Enhance Robustness to Domain Shifts in Downstream Object Detection Kyle Buettner Adriana Kovashka 20 2 0 09 Dec 2022
Localized Contrastive Learning on Graphs Hengrui Zhang Qitian Wu Yu Wang Shaofeng Zhang Junchi Yan Philip S. Yu 22 9 0 08 Dec 2022
Spatio-Temporal Crop Aggregation for Video Representation Learning Sepehr Sameni Simon Jenni Paolo Favaro 15 3 0 30 Nov 2022
A Theoretical Study of Inductive Biases in Contrastive Learning Jeff Z. HaoChen Tengyu Ma UQCV SSL 28 31 0 27 Nov 2022
Embracing Ambiguity: Improving Similarity-oriented Tasks with Contextual Synonym Knowledge Y. Li Jiaoyan Chen Yinghui Li Tianyu Yu Xi Chen Haitao Zheng 8 14 0 20 Nov 2022
Rethinking the Paradigm of Content Constraints in Unpaired Image-to-Image Translation Xiuding Cai Yaoyao Zhu Dong Miao Linjie Fu Yu Yao 3DV VLM 19 3 0 20 Nov 2022
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure K. Liang Yue Liu Sihang Zhou Wenxuan Tu Yi Wen Xihong Yang Xiang Dong Xinwang Liu 24 76 0 19 Nov 2022
Self-Supervised Visual Representation Learning via Residual Momentum T. Pham Axi Niu Zhang Kang Sultan Rizky Hikmawan Madjid Jiajing Hong Daehyeok Kim Joshua Tian Jin Tee Chang-Dong Yoo SSL 41 6 0 17 Nov 2022
Information-guided pixel augmentation for pixel-wise contrastive learning Quan Quan Qingsong Yao Jun Li S.Kevin Zhou SSL 23 5 0 14 Nov 2022
On Negative Sampling for Contrastive Audio-Text Retrieval Huang Xie Okko Rasanen Tuomas Virtanen 25 7 0 08 Nov 2022
CLOP: Video-and-Language Pre-Training with Knowledge Regularizations Guohao Li Hu Yang Feng He Zhifan Feng Yajuan Lyu Hua-Hong Wu Haifeng Wang VLM 19 1 0 07 Nov 2022
Unsupervised Deraining: Where Asymmetric Contrastive Learning Meets Self-similarity Yi Chang Yun Guo Yuntong Ye C. Yu Lin Zhu Xile Zhao Luxin Yan Yonghong Tian SSL 24 16 0 02 Nov 2022
Generative Negative Text Replay for Continual Vision-Language Pretraining Shipeng Yan Lanqing Hong Hang Xu Jianhua Han Tinne Tuytelaars Zhenguo Li Xuming He VLM CLL CLIP 28 17 0 31 Oct 2022
A simple, efficient and scalable contrastive masked autoencoder for learning visual representations Shlok Kumar Mishra Joshua Robinson Huiwen Chang David Jacobs Aaron Sarna Aaron Maschinot Dilip Krishnan DiffM 43 30 0 30 Oct 2022
Rare Wildlife Recognition with Self-Supervised Representation Learning Xiaochen Zheng SSL 19 2 0 29 Oct 2022
Robust Data2vec: Noise-robust Speech Representation Learning for ASR by Combining Regression and Improved Contrastive Learning Qiu-shi Zhu Long Zhou Jie M. Zhang Shujie Liu Yu-Chen Hu Lirong Dai VLM SSL 50 37 0 27 Oct 2022
Global Contrastive Batch Sampling via Optimization on Sample Permutations Vin Sachidananda Ziyi Yang Chenguang Zhu 16 4 0 23 Oct 2022
Adversarial Pretraining of Self-Supervised Deep Networks: Past, Present and Future Guo-Jun Qi M. Shah SSL 23 8 0 23 Oct 2022
CPL: Counterfactual Prompt Learning for Vision and Language Models Xuehai He Diji Yang Weixi Feng Tsu-jui Fu Arjun Reddy Akula Varun Jampani P. Narayana Sugato Basu William Yang Wang X. Wang VPVLM VLM 45 15 0 19 Oct 2022
Improving Adversarial Robustness by Contrastive Guided Diffusion Process Yidong Ouyang Liyan Xie Guang Cheng 20 6 0 18 Oct 2022
Plausible May Not Be Faithful: Probing Object Hallucination in Vision-Language Pre-training Wenliang Dai Zihan Liu Ziwei Ji Dan Su Pascale Fung MLLM VLM 26 62 0 14 Oct 2022
Self-supervised debiasing using low rank regularization Geon Yeong Park Chanyong Jung Sangmin Lee Jong Chul Ye Sang Wan Lee CML SSL 36 3 0 11 Oct 2022
Multilingual Representation Distillation with Contrastive Learning Weiting Tan Kevin Heffernan Holger Schwenk Philipp Koehn 35 16 0 10 Oct 2022
Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning Q. Si Yuanxin Liu Fandong Meng Zheng Lin Peng Fu Yanan Cao Weiping Wang Jie Zhou 32 23 0 10 Oct 2022
Revisiting Self-Supervised Contrastive Learning for Facial Expression Recognition Yuxuan Shu Xiao Gu Guangyao Yang Benny P. L. Lo SSL 49 17 0 08 Oct 2022
CCC-wav2vec 2.0: Clustering aided Cross Contrastive Self-supervised learning of speech representations Vasista Sai Lodagala Sreyan Ghosh S. Umesh SSL 38 18 0 05 Oct 2022
Making Your First Choice: To Address Cold Start Problem in Vision Active Learning Liangyu Chen Yutong Bai Siyu Huang Yongyi Lu B. Wen Alan Yuille Zongwei Zhou 14 23 0 05 Oct 2022
When and why vision-language models behave like bags-of-words, and what to do about it? Mert Yuksekgonul Federico Bianchi Pratyusha Kalluri Dan Jurafsky James Y. Zou VLM CoGe 28 362 0 04 Oct 2022
COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud Segmentation Rong Li Anh-Quan Cao Raoul de Charette 3DV 3DPC 127 13 0 04 Oct 2022
Learning Decoupled Retrieval Representation for Nearest Neighbour Neural Machine Translation Qiang Wang Rongxiang Weng Ming-Tso Chen RALM 22 4 0 19 Sep 2022
MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning Jiangmeng Li Wenwen Qiang Yanan Zhang Wenyi Mo Changwen Zheng Bing-Huang Su Hui Xiong SSL 21 14 0 16 Sep 2022
Joint Debiased Representation and Image Clustering Learning with Self-Supervision Shun Zheng JaeEun Nam Emilio Dorigatti Bernd Bischl Shekoofeh Azizi Mina Rezaei SSL 18 0 0 14 Sep 2022
Design of Negative Sampling Strategies for Distantly Supervised Skill Extraction Jens-Joris Decorte Jeroen Van Hautte Johannes Deleu Chris Develder Thomas Demeester 18 13 0 13 Sep 2022
Measuring the Interpretability of Unsupervised Representations via Quantized Reverse Probing Iro Laina Yuki M. Asano Andrea Vedaldi SSL 21 8 0 07 Sep 2022
ProCo: Prototype-aware Contrastive Learning for Long-tailed Medical Image Classification Zhixiong Yang Junwen Pan Yanzhan Yang Xiaozhou Shi Hong-Yu Zhou Zhicheng Zhang Cheng Bian VLM MedIm AI4TS 15 27 0 01 Sep 2022
Supervised Contrastive Learning with Hard Negative Samples Ruijie Jiang Thuan Q. Nguyen Prakash Ishwar Shuchin Aeron 19 16 0 31 Aug 2022
Let Me Check the Examples: Enhancing Demonstration Learning via Explicit Imitation Sirui Wang Kaiwen Wei Hongzhi Zhang Yun Li Wei Yu Wu 26 2 0 31 Aug 2022
A Self-supervised Riemannian GNN with Time Varying Curvature for Temporal Graph Learning Li Sun Junda Ye Hao Peng Philip S. Yu 26 26 0 30 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 36 113 0 24 Aug 2022