Continual Unsupervised Representation Learning

Neural Information Processing Systems (NeurIPS), 2019

31 October 2019

Dushyant Rao

Papers citing "Continual Unsupervised Representation Learning"

50 / 166 papers shown

Title
Lifelong Infinite Mixture Model Based on Knowledge-Driven Dirichlet ProcessIEEE International Conference on Computer Vision (ICCV), 2021 Fei Ye A. Bors CLL 116 22 0 25 Aug 2021
Continual Neural Mapping: Learning An Implicit Scene Representation from Sequential ObservationsIEEE International Conference on Computer Vision (ICCV), 2021 Zike Yan Yuxin Tian Xuesong Shi Ping Guo Peng Wang H. Zha CLL 149 52 0 12 Aug 2021
Discriminative Distillation to Reduce Class Confusion in Continual LearningChinese Conference on Pattern Recognition and Computer Vision (CPRCV), 2021 Changhong Zhong Z. Cui Ruixuan Wang Weishi Zheng 128 1 0 11 Aug 2021
Meta-Reinforcement Learning in Broad and Non-Parametric EnvironmentsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Zhenshan Bing Lukas Knak F. O. Morin Kai-Qi Huang Alois C. Knoll OffRL 153 24 0 08 Aug 2021
Quantum Continual Learning Overcoming Catastrophic ForgettingChinese Physics Letters (CPL), 2021 Wenjie Jiang Zhide Lu D. Deng 213 12 0 05 Aug 2021
Lifelong Twin Generative Adversarial NetworksInternational Conference on Information Photonics (ICIP), 2021 Fei Ye A. Bors GAN SyDa 88 14 0 09 Jul 2021
Lifelong Mixture of Variational AutoencodersIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Fei Ye A. Bors DRL 103 32 0 09 Jul 2021
Lifelong Teacher-Student Network LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Fei Ye A. Bors CLL 102 53 0 09 Jul 2021
Task-agnostic Continual Learning with Hybrid Probabilistic Models Polina Kirichenko Mehrdad Farajtabar Dushyant Rao Balaji Lakshminarayanan Nir Levine Ang Li Huiyi Hu A. Wilson Razvan Pascanu VLM BDL CLL 127 22 0 24 Jun 2021
Multiband VAE: Latent Space Alignment for Knowledge Consolidation in Continual Learning Kamil Deja Pawel Wawrzyñski Wojciech Masarczyk Daniel Marczak Tomasz Trzciñski CLL 133 5 0 23 Jun 2021
A Survey on Semi-Supervised Learning for Delayed Partially Labelled Data Streams Heitor Murilo Gomes Maciej Grzenda R. Mello Jesse Read Minh-Huong Le Nguyen Nikolaos Perrakis 259 59 0 16 Jun 2021
SPeCiaL: Self-Supervised Pretraining for Continual Learning Lucas Caccia Joelle Pineau CLL SSL 124 19 0 16 Jun 2021
Deep Bayesian Unsupervised Lifelong LearningNeural Networks (NN), 2021 Tingting Zhao Zifeng Wang A. Masoomi Jennifer Dy BDL 127 34 0 13 Jun 2021
Continual Learning in Deep Networks: an Analysis of the Last Layer Timothée Lesort Thomas George Irina Rish KELM 186 23 0 03 Jun 2021
Encoders and Ensembles for Task-Free Continual Learning Murray Shanahan Christos Kaplanis Jovana Mitrović CLL 349 25 0 27 May 2021
Continual Learning for Real-World Autonomous Systems: Algorithms, Challenges and FrameworksJournal of Intelligent and Robotic Systems (JIRS), 2021 Khadija Shaheen Muhammad Abdullah Hanif Osman Hasan Mohamed Bennai CLL 215 117 0 26 May 2021
Continual World: A Robotic Benchmark For Continual Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2021 Maciej Wołczyk Michal Zajkac Razvan Pascanu Lukasz Kuciñski Piotr Milo's CLL OffRL 268 111 0 23 May 2021
TAG: Task-based Accumulated Gradients for Lifelong learning Pranshu Malviya B. Ravindran Sarath Chandar CLL 184 5 0 11 May 2021
Schematic Memory Persistence and Transience for Efficient and Robust Continual LearningNeural Networks (NN), 2021 Yuyang Gao Giorgio Ascoli Bo Pan 135 6 0 05 May 2021
Preserving Earlier Knowledge in Continual Learning with the Help of All Previous Feature Extractors Zhuoyun Li Changhong Zhong Sijia Liu Ruixuan Wang Weishi Zheng CLL 134 31 0 28 Apr 2021
Towards Visual SemanticsSN Computer Science (SN Comput. Sci.), 2021 Fausto Giunchiglia L. Erculiani Baptiste Caramiaux 125 16 0 26 Apr 2021
How Well Does Self-Supervised Pre-Training Perform with Streaming Data?International Conference on Learning Representations (ICLR), 2021 Dapeng Hu Shipeng Yan Qizhengqiu Lu Lanqing Hong Hailin Hu Yifan Zhang Zhenguo Li Xinchao Wang Jiashi Feng 215 32 0 25 Apr 2021
IB-DRR: Incremental Learning with Information-Back Discrete Representation Replay Jian Jiang Edoardo Cetin Oya Celiktutan 114 11 0 21 Apr 2021
Unsupervised Continual Learning Via Pseudo Labels Jiangpeng He Feng Zhu SSL CLL 136 31 0 14 Apr 2021
Unsupervised Class-Incremental Learning Through Confusion Shivam Khare Kun Cao James M. Rehg SSL CLL 198 7 0 09 Apr 2021
Streaming Self-Training via Domain-Agnostic Unlabeled Images Zhiqiu Lin Deva Ramanan Aayush Bansal LRM 152 6 0 07 Apr 2021
Meta-Learning with Variational Bayes Lucas Lingle BDL OOD 149 0 0 03 Mar 2021
Towards Continual, Online, Self-Supervised Depth Muhammad Umar Karim Khan TTA CLL 287 2 0 28 Feb 2021
POLA: Online Time Series Prediction by Adaptive Learning RatesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Wenyu Zhang AI4TS 128 4 0 17 Feb 2021
Generalising via Meta-Examples for Continual Learning in the WildInternational Conference on Machine Learning, Optimization, and Data Science (MOD), 2021 Alessia Bertugli Stefano Vincenzi Simone Calderara Baptiste Caramiaux CLL 156 2 0 28 Jan 2021
Online Continual Learning in Image Classification: An Empirical SurveyNeurocomputing (Neurocomputing), 2021 Zheda Mai Ruiwen Li Jihwan Jeong David Quispe Hyunwoo J. Kim Scott Sanner VLM CLL 434 470 0 25 Jan 2021
The Surprising Positive Knowledge Transfer in Continual 3D Object Shape ReconstructionInternational Conference on 3D Vision (3DV), 2021 Anh Thai Stefan Stojanov Zixuan Huang Isaac Rehg James M. Rehg CLL 137 1 0 18 Jan 2021
ORDisCo: Effective and Efficient Usage of Incremental Unlabeled Data for Semi-supervised Continual LearningComputer Vision and Pattern Recognition (CVPR), 2021 Liyuan Wang Kuo Yang Chongxuan Li Lanqing Hong Zhenguo Li Jun Zhu CLL BDL 161 100 0 02 Jan 2021
Towards Recognizing New Semantic Concepts in New Visual Domains Goran Frehse OOD 225 0 0 16 Dec 2020
Latent Space Conditioning on Generative Adversarial NetworksVISIGRAPP (VISIGRAPP), 2020 Ricard Durall Kalun Ho Franz-Josef Pfreundt J. Keuper GAN 70 2 0 16 Dec 2020
Detecting and Adapting to Irregular Distribution Shifts in Bayesian Online LearningNeural Information Processing Systems (NeurIPS), 2020 Aodong Li Alex Boyd Padhraic Smyth Stephan Mandt 364 30 0 15 Dec 2020
A Review of Open-World Learning and Steps Toward Open-World Learning Without Labels Mohsen Jafarzadeh A. Dhamija Steve Cruz Chunchun Li T. Ahmad Terrance E. Boult VLM OffRL 195 12 0 25 Nov 2020
Overcoming Catastrophic Forgetting via Direction-Constrained Optimization Yunfei Teng A. Choromańska Murray Campbell Songtao Lu Parikshit Ram L. Horesh CLL 235 3 0 25 Nov 2020
Class-incremental learning: survey and performance evaluation on image classificationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Marc Masana Xialei Liu Bartlomiej Twardowski Mikel Menta Andrew D. Bagdanov Joost van de Weijer CLL 371 798 0 28 Oct 2020
What is Wrong with Continual Learning in Medical Image Segmentation? Camila González Nick Lemke G. Sakas Anirban Mukhopadhyay CLL 211 32 0 21 Oct 2020
Class-incremental Learning with Pre-allocated Fixed ClassifiersInternational Conference on Pattern Recognition (ICPR), 2020 F. Pernici Matteo Bruni C. Baecchi F. Turchini Marco Bertini CLL 269 41 0 16 Oct 2020
Linear Mode Connectivity in Multitask and Continual LearningInternational Conference on Learning Representations (ICLR), 2020 Seyed Iman Mirzadeh Mehrdad Farajtabar Dilan Görür Razvan Pascanu H. Ghasemzadeh CLL 257 164 0 09 Oct 2020
Sequential Changepoint Detection in Neural Networks with Checkpoints Michalis K. Titsias Jakub Sygnowski Yutian Chen BDL 128 10 0 06 Oct 2020
Task Agnostic Continual Learning Using Online Variational Bayes with Fixed-Point UpdatesNeural Computation (Neural Comput.), 2020 Chen Zeno Itay Golan Elad Hoffer Daniel Soudry OOD FedML 205 49 0 01 Oct 2020
Few-Shot Unsupervised Continual Learning through Meta-Examples Alessia Bertugli Stefano Vincenzi Simone Calderara Baptiste Caramiaux CLL SSL 178 8 0 17 Sep 2020
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsIEEE International Conference on Computer Vision (ICCV), 2020 Matthias De Lange Tinne Tuytelaars CLL 389 240 0 02 Sep 2020
Learning latent representations across multiple data domains using Lifelong VAEGAN Fei Ye A. Bors SyDa CLL 148 78 0 20 Jul 2020
Lifelong Learning using Eigentasks: Task Separation, Skill Acquisition, and Selective Transfer Aswin Raghavan Jesse Hostetler Indranil Sur Abrar Rahman Ajay Divakaran CLL 108 7 0 14 Jul 2020
Graph-Based Continual LearningInternational Conference on Learning Representations (ICLR), 2020 Binh Tang David S. Matteson BDL CLL 185 40 0 09 Jul 2020
Pseudo-Rehearsal for Continual Learning with Normalizing Flows Jary Pomponi Simone Scardapane A. Uncini 246 16 0 05 Jul 2020