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Continual Learning with Deep Generative Replay

24 May 2017

Papers citing "Continual Learning with Deep Generative Replay"

50 / 1,228 papers shown

Title
Modeling the Background for Incremental Learning in Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2020 Fabio Cermelli Goran Frehse Samuel Rota Buló Elisa Ricci Barbara Caputo CLL VLM 229 333 0 03 Feb 2020
Adversarial Incremental Learning Ankur Singh CLL 103 1 0 30 Jan 2020
SPACE: Structured Compression and Sharing of Representational Space for Continual LearningIEEE Access (IEEE Access), 2020 Gobinda Saha Isha Garg Aayush Ankit Kaushik Roy CLL 237 25 0 23 Jan 2020
A Review on Generative Adversarial Networks: Algorithms, Theory, and ApplicationsIEEE Transactions on Knowledge and Data Engineering (TKDE), 2020 Jie Gui Zhenan Sun Yonggang Wen Dacheng Tao Jieping Ye EGVM 262 1,005 0 20 Jan 2020
Frosting Weights for Better Continual TrainingInternational Conference on Machine Learning and Applications (ICMLA), 2019 Xiaofeng Zhu Feng Liu Goce Trajcevski Dingding Wang FedML AI4CE CLL 152 5 0 07 Jan 2020
Human Action Recognition and Assessment via Deep Neural Network Self-Organization G. I. Parisi 136 9 0 04 Jan 2020
A Neural Dirichlet Process Mixture Model for Task-Free Continual LearningInternational Conference on Learning Representations (ICLR), 2020 Soochan Lee Junsoo Ha Dongsu Zhang Gunhee Kim BDL CLL 376 230 0 03 Jan 2020
On the Role of Weight Sharing During Deep Option LearningAAAI Conference on Artificial Intelligence (AAAI), 2019 Matthew D Riemer Ignacio Cases Clemens Rosenbaum Miao Liu Gerald Tesauro OffRL 194 21 0 31 Dec 2019
DeGAN : Data-Enriching GAN for Retrieving Representative Samples from a Trained ClassifierAAAI Conference on Artificial Intelligence (AAAI), 2019 Sravanti Addepalli Gaurav Kumar Nayak Anirban Chakraborty R. Venkatesh Babu 149 37 0 27 Dec 2019
Overcoming Long-term Catastrophic Forgetting through Adversarial Neural Pruning and Synaptic ConsolidationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Jian-wei Peng Bo Tang Jiang Hao Zhuo Li Yinjie Lei Tao Lin Haifeng Li AAML CLL 118 40 0 19 Dec 2019
Dreaming to Distill: Data-free Knowledge Transfer via DeepInversionComputer Vision and Pattern Recognition (CVPR), 2019 Hongxu Yin Pavlo Molchanov Zhizhong Li J. Álvarez Arun Mallya Derek Hoiem N. Jha Jan Kautz 403 642 0 18 Dec 2019
Regularization Shortcomings for Continual Learning Timothée Lesort Andrei Stoian David Filliat CLL 250 50 0 06 Dec 2019
Overcoming Catastrophic Forgetting by Generative RegularizationInternational Conference on Machine Learning (ICML), 2019 Peiqiu Chen Wei Wei Cho-Jui Hsieh Bo Dai CLL 92 17 0 03 Dec 2019
GRIm-RePR: Prioritising Generating Important Features for Pseudo-Rehearsal C. Atkinson B. McCane Lech Szymanski Anthony Robins 87 0 0 27 Nov 2019
Continual Learning with Adaptive Weights (CLAW)International Conference on Learning Representations (ICLR), 2019 T. Adel Han Zhao Richard Turner CLL 160 79 0 21 Nov 2019
Online Learned Continual Compression with Adaptive Quantization Modules Lucas Caccia Eugene Belilovsky Massimo Caccia Joelle Pineau 234 5 0 19 Nov 2019
REFIT: A Unified Watermark Removal Framework For Deep Learning Systems With Limited DataACM Asia Conference on Computer and Communications Security (AsiaCCS), 2019 Xinyun Chen Wenxiao Wang Chris Bender Yiming Ding R. Jia Yue Liu Basel Alomair AAML 199 112 0 17 Nov 2019
Maintaining Discrimination and Fairness in Class Incremental LearningComputer Vision and Pattern Recognition (CVPR), 2019 Bowen Zhao Xi Xiao Guojun Gan Bin Zhang Shutao Xia CLL 350 499 0 16 Nov 2019
OpenLORIS-Object: A Robotic Vision Dataset and Benchmark for Lifelong Deep LearningIEEE International Conference on Robotics and Automation (ICRA), 2019 Qi She Fan Feng Xinyue Hao Qihan Yang Chuanlin Lan ... Zhengwei Wang Yao Guo Yimin Zhang Fei Qiao Rosa H. M. Chan VLM 293 82 0 15 Nov 2019
Learning from the Past: Continual Meta-Learning via Bayesian Graph ModelingAAAI Conference on Artificial Intelligence (AAAI), 2019 Yadan Luo Zi Huang Zheng Zhang Ziwei Wang Mahsa Baktashmotlagh Yang Yang CLL BDL 112 27 0 12 Nov 2019
Knowledge Distillation for Incremental Learning in Semantic SegmentationComputer Vision and Image Understanding (CVIU), 2019 Umberto Michieli Pietro Zanuttigh CLL VLM 275 107 0 08 Nov 2019
Learning to Answer by Learning to Ask: Getting the Best of GPT-2 and BERT Worlds T. Klein Moin Nabi 140 69 0 06 Nov 2019
Continual Unsupervised Representation LearningNeural Information Processing Systems (NeurIPS), 2019 Dushyant Rao Francesco Visin Andrei A. Rusu Yee Whye Teh Razvan Pascanu R. Hadsell BDL CLL SSL DRL 100 279 0 31 Oct 2019
Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong LearningNeural Computation (Neural Comput.), 2019 Hang Zhou Ziwei Liu Chenglei Wu Ping Luo Lifeng Sun CLL 177 24 0 24 Oct 2019
Orthogonal Gradient Descent for Continual LearningInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2019 Mehrdad Farajtabar Navid Azizan Alex Mott Ang Li CLL 616 436 0 15 Oct 2019
Compacting, Picking and Growing for Unforgetting Continual LearningNeural Information Processing Systems (NeurIPS), 2019 Steven C. Y. Hung Cheng-Hao Tu Cheng-En Wu Chien-Hung Chen Yi-Ming Chan Chu-Song Chen CLL 330 347 0 15 Oct 2019
Learning to Remember from a Multi-Task Teacher Yuwen Xiong Mengye Ren R. Urtasun CLL KELM OOD 150 4 0 10 Oct 2019
Continual Learning Using Bayesian Neural NetworksIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Honglin Li Payam Barnaghi Shirin Enshaeifar F. Ganz BDL 107 45 0 09 Oct 2019
Continual Learning in Neural Networks Rahaf Aljundi CLL 171 42 0 07 Oct 2019
A continual learning survey: Defying forgetting in classification tasks Matthias De Lange Rahaf Aljundi Marc Masana Sarah Parisot Xu Jia A. Leonardis Greg Slabaugh Tinne Tuytelaars CLL KELM 267 258 0 18 Sep 2019
Efficient Continual Learning in Neural Networks with Embedding Regularization Jary Pomponi Simone Scardapane Vincenzo Lomonaco A. Uncini CLL 152 44 0 09 Sep 2019
LAMOL: LAnguage MOdeling for Lifelong Language LearningInternational Conference on Learning Representations (ICLR), 2019 Fan-Keng Sun Cheng-Hao Ho Hung-yi Lee CLL KELM 244 235 0 07 Sep 2019
BooVAE: Boosting Approach for Continual Learning of VAENeural Information Processing Systems (NeurIPS), 2019 Anna Kuzina Evgenii Egorov Evgeny Burnaev CLL 255 31 0 30 Aug 2019
Online Continual Learning with Maximally Interfered Retrieval Rahaf Aljundi Lucas Caccia Eugene Belilovsky Massimo Caccia Min Lin Laurent Charlin Tinne Tuytelaars CLL 471 608 0 11 Aug 2019
Continual Learning by Asymmetric Loss Approximation with Single-Side OverestimationIEEE International Conference on Computer Vision (ICCV), 2019 Dongmin Park Seokil Hong Bohyung Han Kyoung Mu Lee AAML CLL 244 44 0 08 Aug 2019
Toward Understanding Catastrophic Forgetting in Continual Learning Cuong V Nguyen Alessandro Achille Michael Lam Tal Hassner Vijay Mahadevan Stefano Soatto 213 108 0 02 Aug 2019
Continual Learning via Online Leverage Score Sampling D. Teng Sakyasingha Dasgupta CLL 86 5 0 01 Aug 2019
Incremental Learning Techniques for Semantic Segmentation Umberto Michieli Pietro Zanuttigh SSeg CLL VLM 316 263 0 31 Jul 2019
Overcoming Catastrophic Forgetting by Neuron-level Plasticity ControlAAAI Conference on Artificial Intelligence (AAAI), 2019 Inyoung Paik Sangjun Oh Taeyeong Kwak Injung Kim CLL 149 57 0 31 Jul 2019
DisCoRL: Continual Reinforcement Learning via Policy Distillation Kalifou René Traoré Hugo Caselles-Dupré Timothée Lesort Te Sun Guanghang Cai Natalia Díaz Rodríguez David Filliat OffRL 135 62 0 11 Jul 2019
Incremental Concept Learning via Online Generative Memory RecallIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Huaiyu Li Weiming Dong Bao-Gang Hu CLL 113 27 0 05 Jul 2019
Continual Learning for Robotics: Definition, Framework, Learning Strategies, Opportunities and ChallengesInformation Fusion (Inf. Fusion), 2019 Timothée Lesort Vincenzo Lomonaco Andrei Stoian Davide Maltoni David Filliat Natalia Díaz Rodríguez CLL 304 282 0 29 Jun 2019
Continual Rare-Class Recognition with Emerging Novel Subclasses Hung T. Nguyen Xuejian Wang Leman Akoglu 136 3 0 28 Jun 2019
Task Agnostic Continual Learning via Meta Learning Xu He Jakub Sygnowski Alexandre Galashov Andrei A. Rusu Yee Whye Teh Razvan Pascanu OOD CLL FedML 144 98 0 12 Jun 2019
Continual Reinforcement Learning deployed in Real-life using Policy Distillation and Sim2Real Transfer Kalifou René Traoré Hugo Caselles-Dupré Timothée Lesort Te Sun Natalia Díaz Rodríguez David Filliat CLL OffRL 209 47 0 11 Jun 2019
Generative Continual Concept LearningAAAI Conference on Artificial Intelligence (AAAI), 2019 Mohammad Rostami Soheil Kolouri J. McClelland Praveen K. Pilly CLL BDL 137 50 0 10 Jun 2019
Localizing Catastrophic Forgetting in Neural Networks Felix Wiewel Binh Yang 85 13 0 06 Jun 2019
An Adaptive Random Path Selection Approach for Incremental Learning Jathushan Rajasegaran Munawar Hayat Salman Khan Fahad Shahbaz Khan Ling Shao Ming-Hsuan Yang ODL CLL 140 25 0 03 Jun 2019
Continual learning with hypernetworksInternational Conference on Learning Representations (ICLR), 2019 J. Oswald Christian Henning Benjamin Grewe João Sacramento CLL 337 385 0 03 Jun 2019
Continual Learning of New Sound Classes using Generative ReplayIEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2019 Zhepei Wang Y. C. Sübakan Efthymios Tzinis Paris Smaragdis Laurent Charlin VLM 197 27 0 03 Jun 2019