Self-supervised Learning: Generative or Contrastive

15 June 2020

Xiao Liu

Jing Zhang

Papers citing "Self-supervised Learning: Generative or Contrastive"

50 / 206 papers shown

Title
Enhancing Trust Management System for Connected Autonomous Vehicles Using Machine Learning Methods: A Survey Qian Xu Lei Zhang Y. Liu 29 0 0 10 May 2025
Protocol-agnostic and Data-free Backdoor Attacks on Pre-trained Models in RF Fingerprinting Tianya Zhao Ningning Wang Junqing Zhang Xuyu Wang AAML 45 0 0 01 May 2025
Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation Shahad Albastaki Anabia Sohail I. I. Ganapathi B. Alawode Asim Khan Sajid Javed N. Werghi Mohammed Bennamoun Arif Mahmood 66 0 0 26 Apr 2025
TactileNet: Bridging the Accessibility Gap with AI-Generated Tactile Graphics for Individuals with Vision Impairment Adnan Khan Alireza Choubineh Mai A. Shaaban Abbas Akkasi Majid Komeili DiffM 37 0 0 07 Apr 2025
Toward task-driven satellite image super-resolution Maciej Ziaja Pawel Kowaleczko Daniel Kostrzewa Nicolas Longépé M. Kawulok SupR 79 0 0 19 Mar 2025
Incorporating Attributes and Multi-Scale Structures for Heterogeneous Graph Contrastive Learning Ruobing Jiang Yacong Li Haobing Liu Yanwei Yu 61 0 0 18 Mar 2025
Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection Yue Hou He Zhu Ruomei Liu Yingke Su Jinxiang Xia Junran Wu Ke Xu OODD 106 0 0 13 Mar 2025
Implicit Contrastive Representation Learning with Guided Stop-gradient Byeongchan Lee Sehyun Lee SSL 89 2 0 12 Mar 2025
CeTAD: Towards Certified Toxicity-Aware Distance in Vision Language Models Xiangyu Yin Jiaxu Liu Zhen Chen Jinwei Hu Yi Dong Xiaowei Huang Wenjie Ruan AAML 45 0 0 08 Mar 2025
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Representations Benedikt Alkin Lukas Miklautz Sepp Hochreiter Johannes Brandstetter VLM 71 8 0 24 Feb 2025
Why does my medical AI look at pictures of birds? Exploring the efficacy of transfer learning across domain boundaries F. Jonske M. Kim Enrico Nasca J. Evers Johannes Haubold ... F. Nensa Michael Kamp C. Seibold Jan Egger Jens Kleesiek 79 1 0 17 Feb 2025
Structure-preserving contrastive learning for spatial time series Yiru Jiao S. Cranenburgh Simeon C. Calvert H. Lint AI4TS 89 0 0 10 Feb 2025
KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph Enrichment Yuxing Lu Jinzhuo Wang 38 1 0 10 Feb 2025
Mask-informed Deep Contrastive Incomplete Multi-view Clustering Zhenglai Li Yuqi Shi Xiao He Chang-Fu Tang 79 0 0 04 Feb 2025
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges Aitor Sánchez-Ferrera Borja Calvo Jose A. Lozano AI4TS 35 0 0 28 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 105 18 0 17 Jan 2025
Balanced Multi-view Clustering Zhenglai Li Jun Wang Chang-Fu Tang Xinzhong Zhu Wei Zhang Xinwang Liu 74 0 0 05 Jan 2025
CLIC: Contrastive Learning Framework for Unsupervised Image Complexity Representation Shipeng Liu Liang Zhao Dengfeng Chen SSL 115 1 0 19 Nov 2024
Generalizable Prompt Tuning for Vision-Language Models Qian Zhang VLM VPVLM 50 0 0 04 Oct 2024
A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security Qianru Zhang Peng Yang Junliang Yu Haixin Wang Xingwei He S. Yiu Hongzhi Yin 41 1 0 03 Oct 2024
Devil is in Details: Locality-Aware 3D Abdominal CT Volume Generation for Self-Supervised Organ Segmentation Yuran Wang Zhijing Wan Yansheng Qiu Zheng Wang DiffM MedIm 29 0 0 30 Sep 2024
Identifying Influential nodes in Brain Networks via Self-Supervised Graph-Transformer Yanqing Kang Di Zhu Haiyang Zhang Enze Shi Sigang Yu ... Xuan Liu Geng Chen Xi Jiang Tuo Zhang Shu Zhang 20 0 0 17 Sep 2024
Contrastive Learning for Image Complexity Representation Shipeng Liu Liang Zhao Dengfeng Chen Zhanping Song 34 2 0 06 Aug 2024
Explaining Graph Neural Networks for Node Similarity on Graphs Daniel Daza C. Chu T. Tran Daria Stepanova Michael Cochez Paul T. Groth 36 1 0 10 Jul 2024
Query-Guided Self-Supervised Summarization of Nursing Notes Ya Gao H. Moen S. Koivusalo M. Koskinen Pekka Marttinen 42 1 0 04 Jul 2024
Assistive Image Annotation Systems with Deep Learning and Natural Language Capabilities: A Review Moseli Motsóehli VLM 3DV 30 0 0 28 Jun 2024
MEGA: Masked Generative Autoencoder for Human Mesh Recovery Guénolé Fiche Simon Leglaive Xavier Alameda-Pineda Francesc Moreno-Noguer 3DH 60 1 0 29 May 2024
Combining X-Vectors and Bayesian Batch Active Learning: Two-Stage Active Learning Pipeline for Speech Recognition O. Kundacina V. Vincan D. Mišković BDL 101 0 0 03 May 2024
FedCRL: Personalized Federated Learning with Contrastive Shared Representations for Label Heterogeneity in Non-IID Data Chenghao Huang Xiaolu Chen Yanru Zhang Hao Wang FedML 38 1 0 27 Apr 2024
Spatial Context-based Self-Supervised Learning for Handwritten Text Recognition Carlos Peñarrubia Carlos Garrido-Munoz J. J. Valero-Mas Jorge Calvo-Zaragoza 37 1 0 17 Apr 2024
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG Cheol-Hui Lee Hakseung Kim Hyun-jee Han Min-Kyung Jung Byung C. Yoon Dong-Joo Kim 37 5 0 10 Apr 2024
Privacy Preserving Prompt Engineering: A Survey Kennedy Edemacu Xintao Wu 39 18 0 09 Apr 2024
Generative-Contrastive Heterogeneous Graph Neural Network Yu-Chiang Frank Wang Lei Sang Yi Zhang Yiwen Zhang X. Wu 52 0 0 03 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 36 19 0 30 Mar 2024
Automated Contrastive Learning Strategy Search for Time Series Baoyu Jing Yansen Wang Guoxin Sui Jing Hong Jingrui He Yuqing Yang Dongsheng Li Kan Ren AI4TS 32 6 0 19 Mar 2024
Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning Lanqing Li Hai Zhang Xinyu Zhang Shatong Zhu Junqiao Zhao Junqiao Zhao Pheng-Ann Heng OffRL 43 7 0 04 Feb 2024
A Survey on Self-Supervised Learning for Non-Sequential Tabular Data Wei-Yao Wang Wei-Wei Du Derek Xu Wei Wang Wenjie Peng LMTD 32 7 0 02 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 2024
Self-supervised Learning of LiDAR 3D Point Clouds via 2D-3D Neural Calibration Yifan Zhang Siyu Ren Junhui Hou Jinjian Wu Guangming Shi Guangming Shi SSL 3DPC 87 3 0 23 Jan 2024
RDGCL: Reaction-Diffusion Graph Contrastive Learning for Recommendation Jeongwhan Choi Hyowon Wi C. Lee Sung-Bae Cho Dongha Lee Noseong Park DiffM 41 2 0 27 Dec 2023
Rotational Augmented Noise2Inverse for Low-dose Computed Tomography Reconstruction Hang Xu A. Perelli 16 1 0 19 Dec 2023
TiMix: Text-aware Image Mixing for Effective Vision-Language Pre-training Chaoya Jiang Wei Ye Haiyang Xu Qinghao Ye Mingshi Yan Ji Zhang Shikun Zhang CLIP VLM 14 4 0 14 Dec 2023
Self-supervised Machine Learning Based Approach to Orbit Modelling Applied to Space Traffic Management Emma Stevenson V. Rodríguez-Fernández H. Urrutxua Vincent Morand David Camacho SSL 19 3 0 11 Dec 2023
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 30 0 0 01 Dec 2023
Predicting Gradient is Better: Exploring Self-Supervised Learning for SAR ATR with a Joint-Embedding Predictive Architecture Wei-Jang Li Yang Wei Tianpeng Liu Yuenan Hou Yuxuan Li Zhen Liu Yongxiang Liu Li Liu 25 18 0 26 Nov 2023
Simple but Effective Unsupervised Classification for Specified Domain Images: A Case Study on Fungi Images Zhaocong liu Fa Zhang Lin Cheng Huanxi Deng Xiaoyan Yang Zhenyu Zhang Chichun Zhou 19 1 0 15 Nov 2023
FetMRQC: an open-source machine learning framework for multi-centric fetal brain MRI quality control Thomas Sanchez Oscar Esteban Yvan Gomez A. Pron Mériam Koob ... Nadine Girard Andras Jakab E. Eixarch G. Auzias Meritxell Bach Cuadra 24 5 0 08 Nov 2023
Temporal Graph Representation Learning with Adaptive Augmentation Contrastive Hongjiang Chen Pengfei Jiao Huijun Tang Huaming Wu 19 8 0 07 Nov 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 117 0 16 Oct 2023
Graph-level Representation Learning with Joint-Embedding Predictive Architectures Geri Skenderi Hang Li Jiliang Tang Marco Cristani AI4TS GNN 54 3 0 27 Sep 2023