Self-supervised Learning: Generative or Contrastive

15 June 2020

Xiao Liu

Jing Zhang

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

50 / 220 papers shown

Title
Flaky Performances when Pretraining on Relational Databases Shengchao Liu David Vazquez Jian Tang Pierre-Andre Noel 26 2 0 09 Nov 2022
Beyond Hawkes: Neural Multi-event Forecasting on Spatio-temporal Point Processes Negar Erfanian Santiago Segarra Maarten V. de Hoop AI4TS 13 1 0 05 Nov 2022
Deep Edge Intelligence: Architecture, Key Features, Enabling Technologies and Challenges Prabath Abeysekara Haipeng Dong •. A. K. Qin 14 0 0 24 Oct 2022
Machine Learning for a Sustainable Energy Future Zhenpeng Yao Yanwei Lum Andrew K. Johnston L. M. Mejia-Mendoza Xiaoxia Zhou Yonggang Wen Alán Aspuru-Guzik E. Sargent Z. Seh 32 209 0 19 Oct 2022
Fine-grained Category Discovery under Coarse-grained supervision with Hierarchical Weighted Self-contrastive Learning Wenbin An Feng Tian Ping Chen Siliang Tang Qinghua Zheng Qianying Wang 33 17 0 14 Oct 2022
MAMO: Masked Multimodal Modeling for Fine-Grained Vision-Language Representation Learning Zijia Zhao Longteng Guo Xingjian He Shuai Shao Zehuan Yuan Jing Liu 21 8 0 09 Oct 2022
Revisiting Self-Supervised Contrastive Learning for Facial Expression Recognition Yuxuan Shu Xiao Gu Guangyao Yang Benny Lo SSL 54 17 0 08 Oct 2022
Scalable Self-Supervised Representation Learning from Spatiotemporal Motion Trajectories for Multimodal Computer Vision Swetava Ganguli C. V. K. Iyer Vipul Pandey SSL 22 5 0 07 Oct 2022
Brief Introduction to Contrastive Learning Pretext Tasks for Visual Representation Zhenyu Lu VLM SSL 23 1 0 06 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 250 1,073 0 05 Oct 2022
Predictive Event Segmentation and Representation with Neural Networks: A Self-Supervised Model Assessed by Psychological Experiments Hamit Basgol I. Ayhan Emre Ugur 29 1 0 04 Oct 2022
Slimmable Networks for Contrastive Self-supervised Learning Shuai Zhao Xiaohan Wang Linchao Zhu Yi Yang 35 1 0 30 Sep 2022
Self-supervised similarity models based on well-logging data S. Egorov Narek Gevorgyan Alexey Zaytsev SSL 27 5 0 26 Sep 2022
Graph Contrastive Learning with Personalized Augmentation X. Zhang Qiaoyu Tan Xiao Shi Huang Bo-wen Li 38 15 0 14 Sep 2022
Feature diversity in self-supervised learning Pranshu Malviya Arjun Vaithilingam Sudhakar SSL LRM 12 2 0 02 Sep 2022
Detection of diabetic retinopathy using longitudinal self-supervised learning Rachid Zeghlache Pierre-Henri Conze Mostafa EL HABIB DAHO R. Tadayoni P. Massin B. Cochener G. Quellec M. Lamard 17 1 0 02 Sep 2022
CMD: Self-supervised 3D Action Representation Learning with Cross-modal Mutual Distillation Yunyao Mao Wen-gang Zhou Zhenbo Lu Jiajun Deng Houqiang Li 30 38 0 26 Aug 2022
MaskCLIP: Masked Self-Distillation Advances Contrastive Language-Image Pretraining Xiaoyi Dong Jianmin Bao Yinglin Zheng Ting Zhang Dongdong Chen ... Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu CLIP VLM 54 158 0 25 Aug 2022
AI and 6G into the Metaverse: Fundamentals, Challenges and Future Research Trends Muhammad Zawish Fayaz Ali Dharejo Sunder Ali Khowaja Saleem Raza Steven Davy K. Dev P. Bellavista 24 61 0 23 Aug 2022
Spiral Contrastive Learning: An Efficient 3D Representation Learning Method for Unannotated CT Lesions Penghua Zhai Enwei Zhu Baolian Qi Xin Wei Jinpeng Li 16 0 0 23 Aug 2022
Patient-level Microsatellite Stability Assessment from Whole Slide Images By Combining Momentum Contrast Learning and Group Patch Embeddings D. Shats Hadar Hezi Guy Shani Y. Maruvka Moti Freiman 19 2 0 22 Aug 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 25 56 0 18 Aug 2022
Stain-Adaptive Self-Supervised Learning for Histopathology Image Analysis Haili Ye Da-han Wang 11 3 0 08 Aug 2022
Automatically Discovering Novel Visual Categories with Self-supervised Prototype Learning Lu Zhang Lu Qi Xu Yang Hong Qiao Ming Yang Zhiyong Liu SSL 38 3 0 01 Aug 2022
Self-Supervised Hypergraph Transformer for Recommender Systems Lianghao Xia Chao Huang Chuxu Zhang 27 109 0 28 Jul 2022
Learning Hyper Label Model for Programmatic Weak Supervision Renzhi Wu Sheng Chen Jieyu Zhang Xu Chu 26 16 0 27 Jul 2022
Online Knowledge Distillation via Mutual Contrastive Learning for Visual Recognition Chuanguang Yang Zhulin An Helong Zhou Fuzhen Zhuang Yongjun Xu Qian Zhang 39 50 0 23 Jul 2022
Unsupervised pre-training of graph transformers on patient population graphs Chantal Pellegrini Nassir Navab Anees Kazi MedIm AI4CE 42 11 0 21 Jul 2022
Self-Supervised Learning for Videos: A Survey Madeline Chantry Schiappa Y. S. Rawat M. Shah SSL 36 131 0 18 Jun 2022
Evaluating Self-Supervised Learning for Molecular Graph Embeddings Hanchen Wang Jean Kaddour Shengchao Liu Jian Tang Joan Lasenby Qi Liu 27 20 0 16 Jun 2022
I'm Me, We're Us, and I'm Us: Tri-directional Contrastive Learning on Hypergraphs Dongjin Lee Kijung Shin 30 36 0 09 Jun 2022
TriBYOL: Triplet BYOL for Self-Supervised Representation Learning Guang Li Ren Togo Takahiro Ogawa Miki Haseyama SSL 21 17 0 07 Jun 2022
Mixed Graph Contrastive Network for Semi-Supervised Node Classification Xihong Yang Yue Liu Sihang Zhou Xinwang Liu En Zhu Sihang Zhou Xinwang Liu En Zhu SSL 39 26 0 06 Jun 2022
E2S2: Encoding-Enhanced Sequence-to-Sequence Pretraining for Language Understanding and Generation Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao 49 27 0 30 May 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 25 38 0 27 May 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 33 25 0 23 May 2022
GraphMAE: Self-Supervised Masked Graph Autoencoders Zhenyu Hou Xiao Liu Yukuo Cen Yuxiao Dong Hongxia Yang C. Wang Jie Tang SSL 45 546 0 22 May 2022
Self-Supervised Speech Representation Learning: A Review Abdel-rahman Mohamed Hung-yi Lee Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin ... Shang-Wen Li Karen Livescu Lars Maaløe Tara N. Sainath Shinji Watanabe SSL AI4TS 128 349 0 21 May 2022
Reconstruction Enhanced Multi-View Contrastive Learning for Anomaly Detection on Attributed Networks Jiaqiang Zhang Senzhang Wang Songcan Chen 16 44 0 10 May 2022
CoDo: Contrastive Learning with Downstream Background Invariance for Detection Bing Zhao Jun Li Hong Zhu SSL 31 2 0 10 May 2022
Universum-inspired Supervised Contrastive Learning Aiyang Han Chuanxing Geng Songcan Chen SSL 26 3 0 22 Apr 2022
Time-based Self-supervised Learning for Wireless Capsule Endoscopy Guillem Pascual Pablo Laiz A. García Hagen Wenzek Jordi Vitrià Santi Seguí 22 11 0 20 Apr 2022
Self-supervised Learning for Sonar Image Classification Alan Preciado-Grijalva Bilal Wehbe M. B. Firvida Matias Valdenegro-Toro SSL 38 16 0 20 Apr 2022
DL4SciVis: A State-of-the-Art Survey on Deep Learning for Scientific Visualization Chaoli Wang J. Han 38 36 0 13 Apr 2022
CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment Detection Zhen Li Bing Xu Conghui Zhu T. Zhao 38 71 0 12 Apr 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning Chao Tao Ji Qi Guo Zhang Qing Zhu Weipeng Lu Haifeng Li 42 40 0 10 Apr 2022
MetaAID: A Flexible Framework for Developing Metaverse Applications via AI Technology and Human Editing Hongyin Zhu 25 31 0 04 Apr 2022
Bayesian Negative Sampling for Recommendation B. Liu Bang-wei Wang BDL 17 9 0 02 Apr 2022
Self-distillation Augmented Masked Autoencoders for Histopathological Image Classification Yang Luo Zhineng Chen Shengtian Zhou Xieping Gao 31 1 0 31 Mar 2022
mc-BEiT: Multi-choice Discretization for Image BERT Pre-training Xiaotong Li Yixiao Ge Kun Yi Zixuan Hu Ying Shan Ling-yu Duan 37 38 0 29 Mar 2022