Contrastive Learning with Hard Negative Samples

9 October 2020

Papers citing "Contrastive Learning with Hard Negative Samples"

50 / 443 papers shown

Title
Planning in the Dark: LLM-Symbolic Planning Pipeline without Experts Sukai Huang N. Lipovetzky Trevor Cohn DiffM 23 1 0 24 Sep 2024
ManiNeg: Manifestation-guided Multimodal Pretraining for Mammography Classification Xujun Li Xin Wei Jing Jiang Danxiang Chen Wei Zhang Jinpeng Li 33 0 0 24 Sep 2024
ViKL: A Mammography Interpretation Framework via Multimodal Aggregation of Visual-knowledge-linguistic Features Xin Wei Yaling Tao Changde Du Gangming Zhao Yizhou Yu Jinpeng Li 33 0 0 24 Sep 2024
Enabling Tensor Decomposition for Time-Series Classification via A Simple Pseudo-Laplacian Contrast Man Li Ziyue Li Lijun Sun Fugee Tsung AI4TS 18 1 0 23 Sep 2024
Self-Contrastive Forward-Forward Algorithm Xing Chen Dongshu Liu Jérémie Laydevant Julie Grollier 34 2 0 17 Sep 2024
An Efficient Self-Learning Framework For Interactive Spoken Dialog Systems Hitesh Tulsiani David M. Chan Shalini Ghosh Garima Lalwani Prabhat Pandey Ankish Bansal Sri Garimella Ariya Rastrow Björn Hoffmeister 26 0 0 16 Sep 2024
Are Sparse Neural Networks Better Hard Sample Learners? Q. Xiao Boqian Wu Lu Yin Christopher Neil Gadzinski Tianjin Huang Mykola Pechenizkiy D. Mocanu 35 1 0 13 Sep 2024
Improved Diversity-Promoting Collaborative Metric Learning for Recommendation Shilong Bao Qianqian Xu Zhiyong Yang Yuan He Xiaochun Cao Qingming Huang 45 5 0 02 Sep 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 46 1 0 30 Aug 2024
Extremely Fine-Grained Visual Classification over Resembling Glyphs in the Wild F. Bougourzi Fadi Dornaika Chongsheng Zhang 32 0 0 25 Aug 2024
Uniting contrastive and generative learning for event sequences models Aleksandr Yugay Alexey Zaytsev AI4TS 32 1 0 19 Aug 2024
Evaluating Language Model Math Reasoning via Grounding in Educational Curricula L. Lucy Tal August Rose E. Wang Luca Soldaini Courtney Allison Kyle Lo ReLM LRM 29 3 0 08 Aug 2024
HDPlanner: Advancing Autonomous Deployments in Unknown Environments through Hierarchical Decision Networks Jingsong Liang Yuhong Cao Yixiao Ma Hanqi Zhao Guillaume Sartoretti 30 2 0 07 Aug 2024
Invariant Graph Learning Meets Information Bottleneck for Out-of-Distribution Generalization Wenyu Mao Jiancan Wu Haoyang Liu Yongduo Sui Xiang Wang OOD 37 2 0 03 Aug 2024
Model Attribution in LLM-Generated Disinformation: A Domain Generalization Approach with Supervised Contrastive Learning Alimohammad Beigi Zhen Tan Nivedh Mudiam Canyu Chen Kai Shu Huan Liu DeLMO 34 2 0 31 Jul 2024
Event-Arguments Extraction Corpus and Modeling using BERT for Arabic Alaa Aljabari Lina Duaibes Mustafa Jarrar Mohammed Khalilia 42 3 0 30 Jul 2024
Contrastive Learning of Asset Embeddings from Financial Time Series Rian Dolphin Barry Smyth Ruihai Dong AI4TS 14 0 0 26 Jul 2024
Learning Goal-Conditioned Representations for Language Reward Models Vaskar Nath Dylan Slack Jeff Da Yuntao Ma Hugh Zhang Spencer Whitehead Sean Hendryx 24 0 0 18 Jul 2024
EchoSight: Advancing Visual-Language Models with Wiki Knowledge Yibin Yan Weidi Xie RALM 35 9 0 17 Jul 2024
InfoNCE: Identifying the Gap Between Theory and Practice E. Rusak Patrik Reizinger Attila Juhos Oliver Bringmann Roland S. Zimmermann Wieland Brendel 33 5 0 28 Jun 2024
Data curation via joint example selection further accelerates multimodal learning Talfan Evans Nikhil Parthasarathy Hamza Merzic Olivier J. Hénaff 32 12 0 25 Jun 2024
Contrastive General Graph Matching with Adaptive Augmentation Sampling Jianyuan Bo Yuan Fang 16 1 0 25 Jun 2024
Fine-grained Background Representation for Weakly Supervised Semantic Segmentation Xu Yin Woobin Im Dongbo Min Yuchi Huo Fei Pan Sung-Eui Yoon 54 4 0 22 Jun 2024
From Overfitting to Robustness: Quantity, Quality, and Variety Oriented Negative Sample Selection in Graph Contrastive Learning Adnan Ali Jinlong Li Huanhuan Chen Ali Kashif Bashir 43 1 0 21 Jun 2024
Scale-Translation Equivariant Network for Oceanic Internal Solitary Wave Localization Zhang Wan Shuo Wang Xudong Zhang 36 0 0 18 Jun 2024
Analyzing Large Language Models for Classroom Discussion Assessment Nhat Tran Benjamin Pierce Diane Litman Richard Correnti L. Matsumura 27 1 0 12 Jun 2024
Label-aware Hard Negative Sampling Strategies with Momentum Contrastive Learning for Implicit Hate Speech Detection Jaehoon Kim Seungwan Jin Sohyun Park Someen Park Kyungsik Han 44 2 0 12 Jun 2024
Taxes Are All You Need: Integration of Taxonomical Hierarchy Relationships into the Contrastive Loss Kiran Kokilepersaud Yavuz Yarici M. Prabhushankar Ghassan AlRegib 32 1 0 10 Jun 2024
Skill-aware Mutual Information Optimisation for Generalisation in Reinforcement Learning Xuehui Yu Mhairi Dunion Xin Li Stefano V. Albrecht 25 2 0 07 Jun 2024
Exploring Effects of Hyperdimensional Vectors for Tsetlin Machines Vojtech Halenka A. K. Kadhim Paul F. A. Clarke Bimal Bhattarai Rupsa Saha Ole-Christoffer Granmo Lei Jiao Per-Arne Andersen 45 2 0 04 Jun 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 35 24 0 30 May 2024
Contrasting Multiple Representations with the Multi-Marginal Matching Gap Zoe Piran Michal Klein James Thornton Marco Cuturi 38 2 0 29 May 2024
Bridging Mini-Batch and Asymptotic Analysis in Contrastive Learning: From InfoNCE to Kernel-Based Losses Panagiotis Koromilas Giorgos Bouritsas Theodoros Giannakopoulos M. Nicolaou Yannis Panagakis 32 0 0 28 May 2024
Simple-Sampling and Hard-Mixup with Prototypes to Rebalance Contrastive Learning for Text Classification Mengyu Li Yonghao Liu Fausto Giunchiglia Xiaoyue Feng Renchu Guan VLM 42 5 0 19 May 2024
Relative Counterfactual Contrastive Learning for Mitigating Pretrained Stance Bias in Stance Detection Jiarui Zhang Shaojuan Wu Xiaowang Zhang Zhiyong Feng 29 0 0 16 May 2024
KET-QA: A Dataset for Knowledge Enhanced Table Question Answering Mengkang Hu Haoyu Dong Ping Luo Shi Han Dongmei Zhang LMTD RALM 38 2 0 13 May 2024
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval Lorenzo Agnolucci Alberto Baldrati Marco Bertini A. Bimbo 38 10 0 05 May 2024
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset Generation Juhwan Choi Yeonghwa Kim Seunguk Yu Jungmin Yun Youngbin Kim 39 1 0 02 May 2024
Re-visiting Skip-Gram Negative Sampling: Dimension Regularization for More Efficient Dissimilarity Preservation in Graph Embeddings David Liu Arjun Seshadri Tina Eliassi-Rad J. Ugander 22 1 0 30 Apr 2024
Semantic Segmentation Refiner for Ultrasound Applications with Zero-Shot Foundation Models Hedda Cohen Indelman Elay Dahan Angeles M. Perez-Agosto Carmit Shiran D. Shaked Nati Daniel MedIm 32 0 0 25 Apr 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 30 1 0 23 Apr 2024
A Preference-driven Paradigm for Enhanced Translation with Large Language Models D. Zhu Sony Trenous Xiaoyu Shen Dietrich Klakow Bill Byrne Eva Hasler 57 3 0 17 Apr 2024
EMC $^2$ : Efficient MCMC Negative Sampling for Contrastive Learning with Global Convergence Chung-Yiu Yau Hoi-To Wai Parameswaran Raman Soumajyoti Sarkar Mingyi Hong 31 1 0 16 Apr 2024
Know Yourself Better: Diverse Discriminative Feature Learning Improves Open Set Recognition Jiawen Xu 21 0 0 16 Apr 2024
Can Contrastive Learning Refine Embeddings Lihui Liu Jinha Kim Vidit Bansal SSL 32 1 0 11 Apr 2024
Event-enhanced Retrieval in Real-time Search Yanan Zhang Xiaoling Bai Tianhua Zhou 29 1 0 09 Apr 2024
High-Discriminative Attribute Feature Learning for Generalized Zero-Shot Learning Yu Lei Guoshuai Sheng Fangfang Li Quanxue Gao Cheng Deng Qin Li VLM 23 1 0 07 Apr 2024
A Clinical-oriented Multi-level Contrastive Learning Method for Disease Diagnosis in Low-quality Medical Images Qingshan Hou Shuai Cheng Peng Cao Jinzhu Yang Xiaoli Liu Osmar R. Zaiane Yih-Chung Tham 25 1 0 07 Apr 2024
MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation Taha Koleilat Hojat Asgariandehkordi H. Rivaz Yiming Xiao VLM MedIm 36 9 0 29 Mar 2024
The Bad Batches: Enhancing Self-Supervised Learning in Image Classification Through Representative Batch Curation Ozgu Goksu Nicolas Pugeault SSL 29 0 0 28 Mar 2024