Title
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search Changlin Li Tao Tang Guangrun Wang Jiefeng Peng Bing Wang Xiaodan Liang Xiaojun Chang ViT 40 105 0 23 Mar 2021
Unsupervised domain adaptation via coarse-to-fine feature alignment method using contrastive learning Shiyu Tang Peijun Tang Yanxiang Gong Zheng Ma M. Xie 19 6 0 23 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 23 180 0 22 Mar 2021
Bootstrapped Self-Supervised Training with Monocular Video for Semantic Segmentation and Depth Estimation Yihao Zhang J. Leonard SSL MDE 14 5 0 19 Mar 2021
Self-Supervised Classification Network Elad Amrani Leonid Karlinsky A. Bronstein SSL 18 28 0 19 Mar 2021
Efficient Visual Pretraining with Contrastive Detection Olivier J. Hénaff Skanda Koppula Jean-Baptiste Alayrac Aaron van den Oord Oriol Vinyals João Carreira VLM SSL 24 162 0 19 Mar 2021
UniMoCo: Unsupervised, Semi-Supervised and Full-Supervised Visual Representation Learning Zhigang Dai Bolun Cai Yugeng Lin Junying Chen SSL 25 6 0 19 Mar 2021
Space-Time Crop & Attend: Improving Cross-modal Video Representation Learning Mandela Patrick Yuki M. Asano Bernie Huang Ishan Misra Florian Metze Joao Henriques Andrea Vedaldi AI4TS 16 33 0 18 Mar 2021
Training GANs with Stronger Augmentations via Contrastive Discriminator Jongheon Jeong Jinwoo Shin 14 65 0 17 Mar 2021
Contrastive Learning of Musical Representations Janne Spijkervet J. Burgoyne 33 111 0 17 Mar 2021
SPICE: Semantic Pseudo-labeling for Image Clustering Chuang Niu Hongming Shan Ge Wang VLM 27 144 0 17 Mar 2021
XLST: Cross-lingual Self-training to Learn Multilingual Representation for Low Resource Speech Recognition Zi-qiang Zhang Yan Song Ming Wu Xin Fang Lirong Dai SSL 22 21 0 15 Mar 2021
Reconsidering Representation Alignment for Multi-view Clustering Daniel J. Trosten Sigurd Løkse Robert Jenssen Michael C. Kampffmeyer 16 115 0 13 Mar 2021
Information Maximization Clustering via Multi-View Self-Labelling Foivos Ntelemis Yaochu Jin S. Thomas SSL 16 25 0 12 Mar 2021
BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi N. Harada K. Kashino SSL 24 175 0 11 Mar 2021
Improving Context-Based Meta-Reinforcement Learning with Self-Supervised Trajectory Contrastive Learning Bernie Wang Si-ting Xu Kurt Keutzer Yang Gao Bichen Wu SSL OffRL 18 7 0 10 Mar 2021
S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning Samarth Sinha Ajay Mandlekar Animesh Garg OffRL 24 104 0 10 Mar 2021
Spatially Consistent Representation Learning Byungseok Roh Wuhyun Shin Ildoo Kim Sungwoong Kim SSL 25 88 0 10 Mar 2021
VideoMoCo: Contrastive Video Representation Learning with Temporally Adversarial Examples Tian Pan Yibing Song Tianyu Yang Wenhao Jiang Wei Liu 19 222 0 10 Mar 2021
SimTriplet: Simple Triplet Representation Learning with a Single GPU Quan Liu Peter C. Louis Yuzhe Lu Aadarsh Jha Mengyang Zhao ... Joseph T. Roland Haichun Yang Shilin Zhao L. Wheless Yuankai Huo 13 36 0 09 Mar 2021
Deeply Unsupervised Patch Re-Identification for Pre-training Object Detectors Jian Ding Enze Xie Hang Xu Chenhan Jiang Zhenguo Li Ping Luo Guisong Xia 20 16 0 08 Mar 2021
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization Jizong Peng M. Pedersoli Christian Desrosiers SSL 11 21 0 08 Mar 2021
Imbalance-Aware Self-Supervised Learning for 3D Radiomic Representations Hongwei Bran Li Fei-Fei Xue K. Chaitanya Shengda Liu Ivan Ezhov Benedikt Wiestler Jianguo Zhang Bjoern H. Menze SSL 8 25 0 06 Mar 2021
Set Representation Learning with Generalized Sliced-Wasserstein Embeddings Navid Naderializadeh Soheil Kolouri Joseph F. Comer Reed W. Andrews Heiko Hoffmann 11 6 0 05 Mar 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 21 2,288 0 04 Mar 2021
Contrastive Learning Meets Transfer Learning: A Case Study In Medical Image Analysis Yuzhe Lu Aadarsh Jha Yuankai Huo MedIm 19 4 0 04 Mar 2021
Self-supervised deep convolutional neural network for chest X-ray classification Matej Gazda J. Gazda J. Plávka P. Drotár SSL 25 54 0 04 Mar 2021
SVMax: A Feature Embedding Regularizer Ahmed Taha Alex Hanson Abhinav Shrivastava L. Davis 26 0 0 04 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 60 980 0 03 Mar 2021
Self-supervised Pretraining of Visual Features in the Wild Priya Goyal Mathilde Caron Benjamin Lefaudeux Min Xu Pengchao Wang ... Mannat Singh Vitaliy Liptchinsky Ishan Misra Armand Joulin Piotr Bojanowski VLM SSL 13 270 0 02 Mar 2021
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning Yixin Liu Zhao Li Shirui Pan Chen Gong Chuan Zhou George Karypis 26 289 0 27 Feb 2021
Graph Self-Supervised Learning: A Survey Yixin Liu Ming Jin Shirui Pan Chuan Zhou Yu Zheng Feng Xia Philip S. Yu SSL 19 542 0 27 Feb 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 100 27,632 0 26 Feb 2021
Towards a Unified Framework for Fair and Stable Graph Representation Learning Chirag Agarwal Himabindu Lakkaraju Marinka Zitnik 19 155 0 25 Feb 2021
On The Effect of Auxiliary Tasks on Representation Dynamics Clare Lyle Mark Rowland Georg Ostrovski Will Dabney 27 68 0 25 Feb 2021
Towards Robust Graph Contrastive Learning Nikola Jovanović Zhao Meng Lukas Faber Roger Wattenhofer SSL 24 33 0 25 Feb 2021
Maximizing Cosine Similarity Between Spatial Features for Unsupervised Domain Adaptation in Semantic Segmentation Inseop Chung Daesik Kim Nojun Kwak 19 15 0 25 Feb 2021
A Primer on Contrastive Pretraining in Language Processing: Methods, Lessons Learned and Perspectives Nils Rethmeier Isabelle Augenstein SSL VLM 85 90 0 25 Feb 2021
Emerging Trends in Federated Learning: From Model Fusion to Federated X Learning Shaoxiong Ji Yue Tan Teemu Saravirta Zhiqin Yang Yixin Liu Lauri Vasankari Shirui Pan Guodong Long A. Walid FedML 31 76 0 25 Feb 2021
Highly Efficient Representation and Active Learning Framework and Its Application to Imbalanced Medical Image Classification Heng Hao H. Moon Sima Didari J. Woo P. Bangert AI4TS 14 0 0 25 Feb 2021
How to represent part-whole hierarchies in a neural network Geoffrey E. Hinton OCL MoE 25 199 0 25 Feb 2021
Beyond Fine-Tuning: Transferring Behavior in Reinforcement Learning Victor Campos Pablo Sprechmann S. Hansen André Barreto Steven Kapturowski Alex Vitvitskyi Adria Puigdomenech Badia Charles Blundell OffRL OnRL 28 26 0 24 Feb 2021
Enabling the Network to Surf the Internet Zhuoling Li Haohan Wang Tymoteusz Świstek Weixin Chen Yuanzheng Li Haoqian Wang CLL 21 4 0 24 Feb 2021
Self-Supervised Noisy Label Learning for Source-Free Unsupervised Domain Adaptation Weijie Chen Luojun Lin Shicai Yang Di Xie Shiliang Pu Yueting Zhuang Wenqi Ren NoLa SSL 25 57 0 23 Feb 2021
Reinforcement Learning with Prototypical Representations Denis Yarats Rob Fergus A. Lazaric Lerrel Pinto SSL 12 217 0 22 Feb 2021
A Theory of Label Propagation for Subpopulation Shift Tianle Cai Ruiqi Gao J. Lee Qi Lei 16 49 0 22 Feb 2021
Towards Causal Representation Learning Bernhard Schölkopf Francesco Locatello Stefan Bauer Nan Rosemary Ke Nal Kalchbrenner Anirudh Goyal Yoshua Bengio OOD CML AI4CE 32 317 0 22 Feb 2021
Self-Supervised Learning of Graph Neural Networks: A Unified Review Yaochen Xie Zhao Xu Jingtun Zhang Zhengyang Wang Shuiwang Ji SSL 19 324 0 22 Feb 2021
Contrastive Self-supervised Neural Architecture Search Nam Nguyen Morris J Chang 19 20 0 21 Feb 2021
Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View Xuanchi Ren Tao Yang Yuwang Wang W. Zeng CoGe OCL DRL 31 36 0 21 Feb 2021