Understanding the Behaviour of Contrastive Loss

15 December 2020

Papers citing "Understanding the Behaviour of Contrastive Loss"

50 / 308 papers shown

Title
Mining Fine-Grained Image-Text Alignment for Zero-Shot Captioning via Text-Only Training Longtian Qiu Shan Ning Xuming He VLM 35 3 0 04 Jan 2024
BSL: Understanding and Improving Softmax Loss for Recommendation Junkang Wu Jiawei Chen Jiancan Wu Wentao Shi Jizhi Zhang Xiang Wang 14 5 0 20 Dec 2023
Beyond Prototypes: Semantic Anchor Regularization for Better Representation Learning Yanqi Ge Qiang Nie Ye Huang Yong-Jin Liu Chengjie Wang Feng Zheng Wen Li Lixin Duan CLL 19 8 0 19 Dec 2023
A Generalizable Deep Learning System for Cardiac MRI R. Shad C. Zakka Dhamanpreet Kaur R. Fong R. Filice ... Victor Ferrari Euan A. Ashley Michael A. Acker Curt P. Langlotz W. Hiesinger MedIm 46 1 0 01 Dec 2023
Unveiling Vulnerabilities of Contrastive Recommender Systems to Poisoning Attacks Zongwei Wang Junliang Yu Min Gao Hongzhi Yin Bin Cui S. Sadiq AAML 26 7 0 30 Nov 2023
ML-LMCL: Mutual Learning and Large-Margin Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding Xuxin Cheng Bowen Cao Qichen Ye Zhihong Zhu Hongxiang Li Yuexian Zou 24 25 0 19 Nov 2023
Contrastive Transformer Learning with Proximity Data Generation for Text-Based Person Search Hefeng Wu Weifeng Chen Zhibin Liu Tianshui Chen Zhiguang Chen Liang Lin 28 11 0 15 Nov 2023
Test-Time Training for Semantic Segmentation with Output Contrastive Loss Yunlong Zhang Yuxuan Sun Sunyi Zheng Zhongyi Shui Chenglu Zhu Lin Yang VLM 26 3 0 14 Nov 2023
FOCAL: Contrastive Learning for Multimodal Time-Series Sensing Signals in Factorized Orthogonal Latent Space Shengzhong Liu Tomoyoshi Kimura Dongxin Liu Ruijie Wang Jinyang Li Suhas Diggavi Mani B. Srivastava Tarek F. Abdelzaher AI4TS 46 24 0 30 Oct 2023
Jina Embeddings 2: 8192-Token General-Purpose Text Embeddings for Long Documents Michael Gunther Jackmin Ong Isabelle Mohr Alaeddine Abdessalem Tanguy Abel ... Saba Sturua Bo Wang Maximilian Werk Nan Wang Han Xiao RALM 27 58 0 30 Oct 2023
EMMA-X: An EM-like Multilingual Pre-training Algorithm for Cross-lingual Representation Learning Ping Guo Xiangpeng Wei Yue Hu Baosong Yang Dayiheng Liu Fei Huang Jun Xie 21 2 0 26 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
Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models Shawn Shan Wenxin Ding Josephine Passananti Stanley Wu Haitao Zheng Ben Y. Zhao SILM DiffM 29 44 0 20 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
Revisiting Logistic-softmax Likelihood in Bayesian Meta-Learning for Few-Shot Classification Tianjun Ke Haoqun Cao Zenan Ling Feng Zhou UQCV 19 7 0 16 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
Hyp-UML: Hyperbolic Image Retrieval with Uncertainty-aware Metric Learning Shiyang Yan Zongxuan Liu Lin Xu 27 0 0 12 Oct 2023
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive Learning Jiaqi Li Guilin Qi Chuanyi Zhang Yongrui Chen Yiming Tan Chenlong Xia Ye Tian 28 2 0 12 Oct 2023
Explainable Image Similarity: Integrating Siamese Networks and Grad-CAM I. Livieris Emmanuel G. Pintelas Niki Kiriakidou P. Pintelas FAtt 23 15 0 11 Oct 2023
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCE Peng-Fei Hou Xingyu Li 20 6 0 10 Oct 2023
Adaptive Multi-head Contrastive Learning Lei Wang Piotr Koniusz Tom Gedeon Liang Zheng 30 4 0 09 Oct 2023
Compositional Semantics for Open Vocabulary Spatio-semantic Representations Robin Karlsson Francisco Lepe-Salazar K. Takeda VLM 47 1 0 08 Oct 2023
Understanding Transferable Representation Learning and Zero-shot Transfer in CLIP Zixiang Chen Yihe Deng Yuanzhi Li Quanquan Gu VLM 23 10 0 02 Oct 2023
Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals Y. Gat Nitay Calderon Amir Feder Alexander Chapanin Amit Sharma Roi Reichart 35 28 0 01 Oct 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Y. Ong CLL 37 0 0 26 Sep 2023
Contrastive Continual Multi-view Clustering with Filtered Structural Fusion Xinhang Wan Jiyuan Liu Hao Yu Ao Li Xinwang Liu Ke Liang Zhibin Dong En Zhu CLL 11 2 0 26 Sep 2023
DimCL: Dimensional Contrastive Learning For Improving Self-Supervised Learning Thanh Nguyen T. Pham Chaoning Zhang T. Luu Thang Vu Chang-Dong Yoo 27 9 0 21 Sep 2023
Specializing Small Language Models towards Complex Style Transfer via Latent Attribute Pre-Training Ruiqi Xu Y. Huang Xin Chen Lin Zhang 19 3 0 19 Sep 2023
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task Learning Jia Luo Peng Keng Wei Chang Shang-Hong Lai 21 2 0 19 Sep 2023
Contrastive Learning for Enhancing Robust Scene Transfer in Vision-based Agile Flight Jiaxu Xing L. Bauersfeld Yunlong Song Chunwei Xing Davide Scaramuzza 20 12 0 18 Sep 2023
An Empirical Analysis for Zero-Shot Multi-Label Classification on COVID-19 CT Scans and Uncurated Reports Ethan Dack Lorenzo Brigato Matthew McMurray Matthias Fontanellaz Thomas Frauenfelder ... Thomas Geiser M. Funke-Chambour Andreas Christe L. Ebner S. Mougiakakou 17 2 0 04 Sep 2023
Towards Contrastive Learning in Music Video Domain Karel Veldkamp Mariya Hendriksen Zoltán Szlávik Alexander Keijser SSL 18 2 0 01 Sep 2023
Towards a Rigorous Analysis of Mutual Information in Contrastive Learning Kyungeun Lee Jaeill Kim Suhyun Kang Wonjong Rhee SSL 30 2 0 30 Aug 2023
DomainAdaptor: A Novel Approach to Test-time Adaptation Jian Zhang Lei Qi Yinghuan Shi Yang Gao OOD TTA 11 16 0 20 Aug 2023
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey Xin Li Yulin Ren Xin Jin Cuiling Lan X. Wang Wenjun Zeng Xinchao Wang Zhibo Chen 41 46 0 18 Aug 2023
Contrastive Bi-Projector for Unsupervised Domain Adaption Linhua Huang Hung-Hsu Tsai 10 0 0 14 Aug 2023
Toward a Better Understanding of Loss Functions for Collaborative Filtering Seongmin Park Mincheol Yoon Jae-woong Lee Hogun Park Jongwuk Lee 26 14 0 11 Aug 2023
Dynamically Scaled Temperature in Self-Supervised Contrastive Learning Siladittya Manna Soumitri Chattopadhyay Rakesh Dey Saumik Bhattacharya Umapada Pal 30 1 0 02 Aug 2023
Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis Conor Hassan Roberto Salomone Kerrie Mengersen 18 6 0 28 Jul 2023
AlignDet: Aligning Pre-training and Fine-tuning in Object Detection Ming Li Jie Wu Xionghui Wang Chen Chen Jie Qin Xu Xiao Rui Wang Min Zheng Xin Pan ObjD VLM 22 18 0 20 Jul 2023
Distilling Large Vision-Language Model with Out-of-Distribution Generalizability Xuanlin Li Yunhao Fang Minghua Liu Z. Ling Z. Tu Haoran Su VLM 31 23 0 06 Jul 2023
Automatic MILP Solver Configuration By Learning Problem Similarities Abdelrahman I. Hosny Sherief Reda 32 4 0 02 Jul 2023
Subclass-balancing Contrastive Learning for Long-tailed Recognition Chengkai Hou Jieyu Zhang Hong Wang Tianyi Zhou 21 21 0 28 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
Hierarchical Matching and Reasoning for Multi-Query Image Retrieval Zhong Ji Zhihao Li Yan Zhang Haoran Wang Yanwei Pang Xuelong Li 24 11 0 26 Jun 2023
Scribble-supervised Cell Segmentation Using Multiscale Contrastive Regularization Hyunwoo Oh Kanggeun Lee Won-Ki Jeong 34 8 0 25 Jun 2023
Understanding Contrastive Learning Through the Lens of Margins Daniel Rho Taesoo Kim Sooill Park Jaehyun Park Jaehan Park SSL 27 2 0 20 Jun 2023
FutureTOD: Teaching Future Knowledge to Pre-trained Language Model for Task-Oriented Dialogue Weihao Zeng Keqing He Yejie Wang Chen Zeng Jingang Wang Yunsen Xian Weiran Xu 24 1 0 17 Jun 2023
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects Kexin Zhang Qingsong Wen Chaoli Zhang Rongyao Cai Ming Jin ... James Y. Zhang Y. Liang Guansong Pang Dongjin Song Shirui Pan AI4TS 114 102 0 16 Jun 2023
M3PT: A Multi-Modal Model for POI Tagging Jingsong Yang Guanzhou Han Deqing Yang Jingping Liu Yanghua Xiao Xiang Xu Baohua Wu Shenghua Ni 48 3 0 16 Jun 2023