Contrastive Learning with Hard Negative Samples

9 October 2020

Papers citing "Contrastive Learning with Hard Negative Samples"

50 / 443 papers shown

Title
End-to-end multi-modal product matching in fashion e-commerce Sándor Tóth Stephen Wilson Alexia Tsoukara Enric Moreu Anton Masalovich Lars Roemheld 27 0 0 18 Mar 2024
Enhancing Out-of-Distribution Detection with Multitesting-based Layer-wise Feature Fusion Jiawei Li Sitong Li Shanshan Wang Yicheng Zeng Falong Tan Chuanlong Xie OODD 30 1 0 16 Mar 2024
From Instructions to Constraints: Language Model Alignment with Automatic Constraint Verification Fei Wang Chao Shang Sarthak Jain Shuai Wang Qiang Ning Bonan Min Vittorio Castelli Yassine Benajiba Dan Roth ALM 22 7 0 10 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 25 1 0 10 Mar 2024
Poly-View Contrastive Learning Amitis Shidani Devon Hjelm Jason Ramapuram Russ Webb Eeshan Gunesh Dhekane Dan Busbridge VLM SSL 34 4 0 08 Mar 2024
Contrastive Continual Learning with Importance Sampling and Prototype-Instance Relation Distillation Jiyong Li Dilshod Azizov Yang Li Shangsong Liang CLL 37 7 0 07 Mar 2024
UltraWiki: Ultra-fine-grained Entity Set Expansion with Negative Seed Entities Yangning Li Qingsong Lv Tianyu Yu Yinghui Li Shulin Huang Tingwei Lu Xuming Hu Wenhao Jiang Hai-Tao Zheng Hui Wang 38 2 0 07 Mar 2024
Negating Negatives: Alignment without Human Positive Samples via Distributional Dispreference Optimization Shitong Duan Xiaoyuan Yi Peng Zhang T. Lu Xing Xie Ning Gu 32 4 0 06 Mar 2024
Enhancing Conceptual Understanding in Multimodal Contrastive Learning through Hard Negative Samples Philipp J. Rösch Norbert Oswald Michaela Geierhos Jindrich Libovický 42 3 0 05 Mar 2024
Rehabilitation Exercise Quality Assessment through Supervised Contrastive Learning with Hard and Soft Negatives Mark Karlov Ali Abedi Shehroz S. Khan 42 3 0 05 Mar 2024
Improving the Validity of Automatically Generated Feedback via Reinforcement Learning Alexander Scarlatos Digory Smith Simon Woodhead Andrew S. Lan OffRL 50 11 0 02 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 28 9 0 27 Feb 2024
CLCE: An Approach to Refining Cross-Entropy and Contrastive Learning for Optimized Learning Fusion Zijun Long George Killick Lipeng Zhuang Gerardo Aragon Camarasa Zaiqiao Meng R. McCreadie VLM 37 2 0 22 Feb 2024
Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering Peijie Sun Le Wu Kun Zhang Xiangzhi Chen Mengdi Wang 26 20 0 18 Feb 2024
C-ICL: Contrastive In-context Learning for Information Extraction Ying Mo Jiahao Liu Jian Yang Qifan Wang Shun Zhang Jingang Wang Zhoujun Li 46 15 0 17 Feb 2024
Assessing News Thumbnail Representativeness: Counterfactual text can enhance the cross-modal matching ability Yejun Yoon Seunghyun Yoon Kunwoo Park 21 0 0 17 Feb 2024
Robust Training of Temporal GNNs using Nearest Neighbours based Hard Negatives Shubham Gupta Srikanta J. Bedathur OOD 26 1 0 14 Feb 2024
Premier-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss Ruijie Zheng Yongyuan Liang Xiyao Wang Shuang Ma Hal Daumé Huazhe Xu John Langford Praveen Palanisamy Kalyan Shankar Basu Furong Huang 32 5 0 09 Feb 2024
Learning Contrastive Feature Representations for Facial Action Unit Detection Ziqiao Shang Bin Liu Fengmao Lv Fei Teng Tian-Jie Li 43 1 0 09 Feb 2024
Large Language Model Meets Graph Neural Network in Knowledge Distillation Shengxiang Hu Guobing Zou Song Yang Yanglan Gan Bofeng Zhang Yixin Chen 40 7 0 08 Feb 2024
Deep Learning-based Computational Job Market Analysis: A Survey on Skill Extraction and Classification from Job Postings Elena Senger Mike Zhang Rob van der Goot Barbara Plank 26 7 0 08 Feb 2024
Learning with Mixture of Prototypes for Out-of-Distribution Detection Haodong Lu Dong Gong Shuo Wang Jason Xue Lina Yao Kristen Moore OODD 55 22 0 05 Feb 2024
Prototypical Contrastive Learning through Alignment and Uniformity for Recommendation Yangxun Ou Lei Chen Fenglin Pan Yupeng Wu 6 1 0 03 Feb 2024
History-Aware Conversational Dense Retrieval Fengran Mo Chen Qu Kelong Mao Tianyu Zhu Zhan Su Kaiyu Huang Jian-Yun Nie 22 1 0 30 Jan 2024
Deep Clustering with Diffused Sampling and Hardness-aware Self-distillation Hai-Xin Zhang Dong Huang 27 0 0 25 Jan 2024
Contrastive Learning and Cycle Consistency-based Transductive Transfer Learning for Target Annotation S. Sami Md Golam Moula Mehedi Hasan Nasser M. Nasrabadi Raghuveer Rao 31 2 0 22 Jan 2024
Instance Brownian Bridge as Texts for Open-vocabulary Video Instance Segmentation Ze-Long Cheng Kehan Li Hao Li Peng Jin Chang Liu Xiawu Zheng Rongrong Ji Jie Chen VOS 28 2 0 18 Jan 2024
Contrastive Preference Optimization: Pushing the Boundaries of LLM Performance in Machine Translation Haoran Xu Amr Sharaf Yunmo Chen Weiting Tan Lingfeng Shen Benjamin Van Durme Kenton W. Murray Young Jin Kim ALM 36 200 0 16 Jan 2024
Contrastive Learning with Negative Sampling Correction Lu Wang Chao Du Pu Zhao Chuan Luo Zhangchi Zhu ... Wei Zhang Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang SSL 85 1 0 13 Jan 2024
Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing Jaeill Kim Duhun Hwang Eunjung Lee Jangwon Suh Jimyeong Kim Wonjong Rhee 28 0 0 11 Jan 2024
Learning Audio Concepts from Counterfactual Natural Language A. Vosoughi Luca Bondi Ho-Hsiang Wu Chenliang Xu CML 45 3 0 10 Jan 2024
Graph-level Protein Representation Learning by Structure Knowledge Refinement Ge Wang Z. Zang Jiangbin Zheng Jun-Xiong Xia Stan Z. Li 8 0 0 05 Jan 2024
Unsupervised hard Negative Augmentation for contrastive learning Yuxuan Shu Vasileios Lampos 23 0 0 05 Jan 2024
Contrastive Sequential Interaction Network Learning on Co-Evolving Riemannian Spaces Li Sun Junda Ye Jiawei Zhang Yong Yang Mingsheng Liu Feiyang Wang Philip S. Yu 42 5 0 02 Jan 2024
Mitigating the Impact of False Negatives in Dense Retrieval with Contrastive Confidence Regularization Shiqi Wang Yeqin Zhang Cam-Tu Nguyen 20 2 0 30 Dec 2023
Generating Enhanced Negatives for Training Language-Based Object Detectors Shiyu Zhao Long Zhao Vijay Kumar B.G Yumin Suh Dimitris N. Metaxas Manmohan Chandraker S. Schulter ObjD VLM 32 5 0 29 Dec 2023
TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation Learning Jiexi Liu Songcan Chen AI4TS 8 31 0 25 Dec 2023
The Right Losses for the Right Gains: Improving the Semantic Consistency of Deep Text-to-Image Generation with Distribution-Sensitive Losses Mahmoud Ahmed Omer Moussa Ismail Shaheen Mohamed S. Abdelfattah Amr Abdalla Marwan Eid Hesham M. Eraqi Mohamed N. Moustafa 21 0 0 18 Dec 2023
MAFA: Managing False Negatives for Vision-Language Pre-training Jaeseok Byun Dohoon Kim Taesup Moon VLM 13 3 0 11 Dec 2023
AesFA: An Aesthetic Feature-Aware Arbitrary Neural Style Transfer Joon-Byum Kwon Sooyoung Kim Yuewei Lin Shinjae Yoo Jiook Cha 23 10 0 10 Dec 2023
Leveraging Generative Language Models for Weakly Supervised Sentence Component Analysis in Video-Language Joint Learning Zaber Ibn Abdul Hakim Najibul Haque Sarker Rahul Pratap Singh Bishmoy Paul Ali Dabouei Min Xu 17 1 0 10 Dec 2023
Virtual Fusion with Contrastive Learning for Single Sensor-based Activity Recognition Duc A. Nguyen Cuong Pham Nhien-An Le-Khac HAI 14 6 0 01 Dec 2023
Uncertainty in Graph Contrastive Learning with Bayesian Neural Networks Alexander M¨ollers Alexander Immer Elvin Isufi Vincent Fortuin SSL BDL UQCV 21 1 0 30 Nov 2023
Making Self-supervised Learning Robust to Spurious Correlation via Learning-speed Aware Sampling Weicheng Zhu Sheng Liu C. Fernandez‐Granda N. Razavian 46 1 0 27 Nov 2023
Elucidating and Overcoming the Challenges of Label Noise in Supervised Contrastive Learning Zijun Long George Killick Lipeng Zhuang R. McCreadie Gerardo Aragon Camarasa Paul Henderson 20 5 0 25 Nov 2023
Deep Tensor Network Yifan Zhang 18 0 0 18 Nov 2023
Robust Contrastive Learning With Theory Guarantee Ngoc N. Tran Lam C. Tran Hoang Phan Anh-Vu Bui Tung Pham Toan M. Tran Dinh Q. Phung Trung Le SSL NoLa 21 0 0 16 Nov 2023
CLN-VC: Text-Free Voice Conversion Based on Fine-Grained Style Control and Contrastive Learning with Negative Samples Augmentation Yimin Deng Xulong Zhang Jianzong Wang Ning Cheng Jing Xiao 22 3 0 15 Nov 2023
Mitigating Pooling Bias in E-commerce Search via False Negative Estimation Xiaochen Wang Xiao Xiao Ruhan Zhang Xuan Zhang Taesik Na Tejaswi Tenneti Haixun Wang Fenglong Ma 21 0 0 11 Nov 2023
Enhancing Multimodal Compositional Reasoning of Visual Language Models with Generative Negative Mining U. Sahin Hang Li Qadeer Ahmad Khan Daniel Cremers Volker Tresp VLM CoGe 28 12 0 07 Nov 2023