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Overcoming Catastrophic Forgetting by Incremental Moment Matching

24 March 2017

Papers citing "Overcoming Catastrophic Forgetting by Incremental Moment Matching"

50 / 353 papers shown

Title
Variational Prototype Replays for Continual Learning Mengmi Zhang Tao Wang J. Lim Gabriel Kreiman Jiashi Feng VLM CLL 157 15 0 23 May 2019
Transferable Multi-Domain State Generator for Task-Oriented Dialogue SystemsAnnual Meeting of the Association for Computational Linguistics (ACL), 2019 Chien-Sheng Wu Andrea Madotto Ehsan Hosseini-Asl Caiming Xiong R. Socher Pascale Fung 195 459 0 21 May 2019
A comprehensive, application-oriented study of catastrophic forgetting in DNNsInternational Conference on Learning Representations (ICLR), 2019 Benedikt Pfülb A. Gepperth 142 91 0 20 May 2019
Catastrophic forgetting: still a problem for DNNsInternational Conference on Artificial Neural Networks (ICANN), 2018 Benedikt Pfülb A. Gepperth Saad Abdullah André Kilian CLL 78 24 0 20 May 2019
Forecasting Wireless Demand with Extreme Values using Feature Embedding in Gaussian Processes Chengyao Sun Weisi Guo AI4TS 54 1 0 15 May 2019
Bayesian Optimized Continual Learning with Attention Mechanism Ju Xu Jin Ma Zhanxing Zhu CLL BDL 71 6 0 10 May 2019
A Deep Optimization Approach for Image Deconvolution Zhijian Luo Siyu Chen Y. Qian 97 1 0 16 Apr 2019
Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting Xilai Li Yingbo Zhou Tianfu Wu R. Socher Caiming Xiong CLL 448 486 0 31 Mar 2019
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild Kibok Lee Kimin Lee Jinwoo Shin Honglak Lee CLL 335 222 0 29 Mar 2019
Class-incremental Learning via Deep Model ConsolidationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2019 Junting Zhang Jie Zhang Shalini Ghosh Dawei Li Serafettin Tasci Larry Heck Heming Zhang C.-C. Jay Kuo CLL 430 368 0 19 Mar 2019
Attention-Based Structural-Plasticity Soheil Kolouri Nicholas A. Ketz Xinyun Zou J. Krichmar Praveen K. Pilly CLL 79 12 0 02 Mar 2019
On Tiny Episodic Memories in Continual Learning Arslan Chaudhry Marcus Rohrbach Mohamed Elhoseiny Thalaiyasingam Ajanthan P. Dokania Juil Sock MarcÁurelio Ranzato CLL 625 441 0 27 Feb 2019
Scalable and Order-robust Continual Learning with Additive Parameter Decomposition Jaehong Yoon Saehoon Kim Eunho Yang Sung Ju Hwang CLL 359 187 0 25 Feb 2019
Controlled Forgetting: Targeted Stimulation and Dopaminergic Plasticity Modulation for Unsupervised Lifelong Learning in Spiking Neural NetworksFrontiers in Neuroscience (Front. Neurosci.), 2019 Jason M. Allred Kaushik Roy CLL 169 34 0 08 Feb 2019
Plugin Networks for Inference under Partial Evidence Michal Koperski Tomasz Konopczynski Rafał Nowak Piotr Semberecki Tomasz Trzciñski 253 7 0 02 Jan 2019
Exploring the Challenges towards Lifelong Fact Learning Mohamed Elhoseiny F. Babiloni Rahaf Aljundi Marcus Rohrbach Manohar Paluri Tinne Tuytelaars 117 12 0 26 Dec 2018
Task-Free Continual Learning Rahaf Aljundi Klaas Kelchtermans Tinne Tuytelaars CLL 461 392 0 10 Dec 2018
Overcoming Catastrophic Forgetting by Soft Parameter Pruning Jian-wei Peng Jiang Hao Zhuo Li Enqiang Guo X. Wan Min Deng Qing Zhu Haifeng Li CLL 62 5 0 04 Dec 2018
Transferring Knowledge across Learning Processes Sebastian Flennerhag Pablo G. Moreno Neil D. Lawrence Andreas C. Damianou 194 65 0 03 Dec 2018
Few-Shot Self Reminder to Overcome Catastrophic Forgetting Junfeng Wen Yanshuai Cao Ruitong Huang CLL 121 24 0 03 Dec 2018
Learning without MemorizingComputer Vision and Pattern Recognition (CVPR), 2018 Prithviraj Dhar Rajat Vikram Singh Kuan-Chuan Peng Ziyan Wu Rama Chellappa CLL 230 537 0 20 Nov 2018
Towards Training Recurrent Neural Networks for Lifelong Learning Shagun Sodhani A. Chandar Yoshua Bengio CLL 151 19 0 16 Nov 2018
Practical Bayesian Learning of Neural Networks via Adaptive Optimisation Methods Caroline Werther M. Ferguson K. Park Cuixian Chen Stephen J. Roberts ODL 146 4 0 08 Nov 2018
Progressive Memory Banks for Incremental Domain Adaptation Nabiha Asghar Lili Mou Kira A. Selby Kevin D. Pantasdo Pascal Poupart Xin Jiang CLL 193 26 0 01 Nov 2018
Re-evaluating Continual Learning Scenarios: A Categorization and Case for Strong Baselines Yen-Chang Hsu Yen-Cheng Liu Anita Ramasamy Z. Kira CLL ELM 342 381 0 30 Oct 2018
Incremental Learning for Semantic Segmentation of Large-Scale Remote Sensing Data O. Tasar Y. Tarabalka Pierre Alliez CLL 155 140 0 29 Oct 2018
Marginal Replay vs Conditional Replay for Continual Learning Timothée Lesort A. Gepperth Andrei Stoian David Filliat BDL 293 36 0 29 Oct 2018
Learning to Learn without Forgetting by Maximizing Transfer and Minimizing Interference Matthew D Riemer Ignacio Cases R. Ajemian Miao Liu Irina Rish Y. Tu Gerald Tesauro CLL 373 863 0 29 Oct 2018
Continual Learning of Context-dependent Processing in Neural Networks Guanxiong Zeng Yang Chen Bo Cui Shan Yu CLL 283 353 0 29 Sep 2018
The Natural Language Decathlon: Multitask Learning as Question Answering Bryan McCann N. Keskar Caiming Xiong R. Socher AIMat MLLM BDL 394 661 0 20 Jun 2018
DynMat, a network that can learn after learning J. H. Lee OffRL 181 6 0 16 Jun 2018
Selfless Sequential Learning Rahaf Aljundi Marcus Rohrbach Tinne Tuytelaars CLL 219 120 0 14 Jun 2018
Meta Continual Learning Risto Vuorio D.-Y. Cho Daejoong Kim Jiwon Kim CLL 121 28 0 11 Jun 2018
SupportNet: solving catastrophic forgetting in class incremental learning with support data Yu Li Zhongxiao Li Lizhong Ding Yijie Pan Peng Yang Yuhui Hu Wei Chen Xin Gao CLL 229 31 0 08 Jun 2018
Reinforced Continual Learning Ju Xu Zhanxing Zhu CLL 221 405 0 31 May 2018
Meta Transfer Learning for Facial Emotion Recognition Dung Nguyen Tien Kien Nguyen Sridha Sridharan Iman Abbasnejad David Dean Clinton Fookes 108 20 0 25 May 2018
Towards Robust Evaluations of Continual Learning Sebastian Farquhar Y. Gal CLL 305 317 0 24 May 2018
Online Structured Laplace Approximations For Overcoming Catastrophic Forgetting H. Ritter Aleksandar Botev David Barber BDL CLL 224 358 0 20 May 2018
Two geometric input transformation methods for fast online reinforcement learning with neural nets Sina Ghiassian Huizhen Yu Banafsheh Rafiee R. Sutton OffRL 105 10 0 18 May 2018
Overcoming catastrophic forgetting problem by weight consolidation and long-term memory Shixian Wen Laurent Itti CLL 94 17 0 18 May 2018
Task Agnostic Continual Learning Using Online Variational Bayes Chen Zeno Itay Golan Elad Hoffer Daniel Soudry CLL FedML BDL 342 122 0 27 Mar 2018
Rotate your Networks: Better Weight Consolidation and Less Catastrophic Forgetting Xialei Liu Marc Masana Luis Herranz Joost van de Weijer Antonio M. López Andrew D. Bagdanov CLL 446 308 0 08 Feb 2018
Digital Watermarking for Deep Neural Networks Yuki Nagai Yusuke Uchida S. Sakazawa Shiníchi Satoh WIGM 165 157 0 06 Feb 2018
Riemannian Walk for Incremental Learning: Understanding Forgetting and Intransigence Arslan Chaudhry P. Dokania Thalaiyasingam Ajanthan Juil Sock CLL 546 1,288 0 30 Jan 2018
Piggyback: Adapting a Single Network to Multiple Tasks by Learning to Mask Weights Arun Mallya Dillon Davis Svetlana Lazebnik CLL 258 36 0 19 Jan 2018
Overcoming catastrophic forgetting with hard attention to the task Joan Serrà Dídac Surís M. Miron Alexandros Karatzoglou CLL 582 1,201 0 04 Jan 2018
Memory Aware Synapses: Learning what (not) to forget Rahaf Aljundi F. Babiloni Mohamed Elhoseiny Marcus Rohrbach Tinne Tuytelaars KELM CLL 306 1,843 0 27 Nov 2017
PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning Arun Mallya Svetlana Lazebnik CLL 381 1,461 0 15 Nov 2017
Variational Continual LearningInternational Conference on Learning Representations (ICLR), 2017 Cuong V Nguyen Yingzhen Li T. Bui Richard Turner CLL VLM BDL 429 779 0 29 Oct 2017
Lifelong Learning with Dynamically Expandable Networks Jaehong Yoon Eunho Yang Jeongtae Lee Sung Ju Hwang CLL 784 1,338 0 04 Aug 2017