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Efficient Lifelong Learning with A-GEM

2 December 2018

Papers citing "Efficient Lifelong Learning with A-GEM"

48 / 948 papers shown

Title
Using Hindsight to Anchor Past Knowledge in Continual LearningAAAI Conference on Artificial Intelligence (AAAI), 2019 Arslan Chaudhry Albert Gordo P. Dokania Juil Sock David Lopez-Paz KELM CLL 232 264 0 19 Feb 2020
Targeted Forgetting and False Memory Formation in Continual Learners through Adversarial Backdoor AttacksIEEE International Joint Conference on Neural Network (IJCNN), 2020 Muhammad Umer Glenn Dawson R. Polikar AAML 121 18 0 17 Feb 2020
BatchEnsemble: An Alternative Approach to Efficient Ensemble and Lifelong LearningInternational Conference on Learning Representations (ICLR), 2020 Yeming Wen Dustin Tran Jimmy Ba OOD FedML UQCV 407 534 0 17 Feb 2020
Incremental Meta-Learning via Indirect Discriminant Alignment Qing Liu Orchid Majumder Alessandro Achille Avinash Ravichandran Rahul Bhotika Stefano Soatto CLL 136 6 0 11 Feb 2020
Ternary Feature Masks: zero-forgetting for task-incremental learning Marc Masana Tinne Tuytelaars Joost van de Weijer CLL 122 30 0 23 Jan 2020
Gradient Surgery for Multi-Task LearningNeural Information Processing Systems (NeurIPS), 2020 Tianhe Yu Saurabh Kumar Abhishek Gupta Sergey Levine Karol Hausman Chelsea Finn 689 1,492 0 19 Jan 2020
Rethinking Curriculum Learning with Incremental Labels and Adaptive CompensationBritish Machine Vision Conference (BMVC), 2019 Madan Ravi Ganesh Jason J. Corso ODL 204 10 0 13 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
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
Side-Tuning: A Baseline for Network Adaptation via Additive Side Networks Jeffrey O. Zhang Alexander Sax Amir Zamir Leonidas Guibas Jitendra Malik 184 29 0 31 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
Regularization Shortcomings for Continual Learning Timothée Lesort Andrei Stoian David Filliat CLL 250 50 0 06 Dec 2019
A Conceptual Framework for Lifelong Learning Charles X. Ling Tanner A. Bohn CLL 267 3 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
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
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
Continual Learning in Neural Networks Rahaf Aljundi CLL 171 42 0 07 Oct 2019
Compositional Generalization for Primitive SubstitutionsConference on Empirical Methods in Natural Language Processing (EMNLP), 2019 Yuanpeng Li Bo Pan Jianyu Wang Joel Hestness 121 88 0 07 Oct 2019
REMIND Your Neural Network to Prevent Catastrophic ForgettingEuropean Conference on Computer Vision (ECCV), 2019 Tyler L. Hayes Kushal Kafle Robik Shrestha Manoj Acharya Christopher Kanan CLL 346 327 0 06 Oct 2019
Improved Schemes for Episodic Memory-based Lifelong Learning Yunhui Guo Mingrui Liu Tianbao Yang Tajana Simunic CLL 209 10 0 25 Sep 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
Neural Architecture Search for Class-incremental Learning Shenyang Huang Vincent François-Lavet Guillaume Rabusseau CLL 117 16 0 14 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
Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis Tyler L. Hayes Christopher Kanan CLL 326 158 0 04 Sep 2019
Learning Continually from Low-shot Data Stream Canyu Le Xihan Wei Biao Wang L. Zhang Zhonggui Chen CLL 99 4 0 27 Aug 2019
Online Continual Learning with Maximally Interfered Retrieval Rahaf Aljundi Lucas Caccia Eugene Belilovsky Massimo Caccia Min Lin Laurent Charlin Tinne Tuytelaars CLL 471 609 0 11 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
Weight Friction: A Simple Method to Overcome Catastrophic Forgetting and Enable Continual Learning Gabrielle K. Liu 66 0 0 02 Aug 2019
Lifelong GAN: Continual Learning for Conditional Image GenerationIEEE International Conference on Computer Vision (ICCV), 2019 Mengyao Zhai Lei Chen Frederick Tung Jiawei He Megha Nawhal Greg Mori CLL 202 201 0 23 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 304 283 0 29 Jun 2019
Project Thyia: A Forever Gameplayer Raluca D. Gaina Simon Lucas Diego Perez-Liebana 94 5 0 10 Jun 2019
Forward and Backward Knowledge Transfer for Sentiment ClassificationAsian Conference on Machine Learning (ACML), 2019 Hao Wang Bing-Quan Liu Shuai Wang Nianzu Ma Yan Yang CLL 108 18 0 08 Jun 2019
Uncertainty-guided Continual Learning with Bayesian Neural NetworksInternational Conference on Learning Representations (ICLR), 2019 Sayna Ebrahimi Mohamed Elhoseiny Trevor Darrell Marcus Rohrbach CLL BDL 254 207 0 06 Jun 2019
Episodic Memory in Lifelong Language LearningNeural Information Processing Systems (NeurIPS), 2019 Cyprien de Masson dÁutume Sebastian Ruder Lingpeng Kong Dani Yogatama CLL KELM 308 318 0 03 Jun 2019
Meta-Learning Representations for Continual LearningNeural Information Processing Systems (NeurIPS), 2019 Khurram Javed Martha White KELM CLL 237 346 0 29 May 2019
Single-Net Continual Learning with Progressive Segmented Training (PST)International Conference on Machine Learning and Applications (ICMLA), 2019 Xiaocong Du Gouranga Charan Frank Liu Yu Cao CLL 260 13 0 28 May 2019
Improving and Understanding Variational Continual Learning S. Swaroop Cuong V Nguyen T. Bui Richard Turner CLL 124 52 0 06 May 2019
M2KD: Multi-model and Multi-level Knowledge Distillation for Incremental Learning Peng Zhou Long Mai Jianming Zhang N. Xu Zuxuan Wu L. Davis CLL VLM 157 58 0 03 Apr 2019
Gradient based sample selection for online continual learningNeural Information Processing Systems (NeurIPS), 2019 Rahaf Aljundi Min Lin Baptiste Goujaud Yoshua Bengio BDL CLL 539 936 0 20 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 402 367 0 19 Mar 2019
Sentence Embedding Alignment for Lifelong Relation Extraction Hong Wang Wenhan Xiong Mo Yu Xiaoxiao Guo Shiyu Chang William Yang Wang CLL 203 154 0 06 Mar 2019
On Tiny Episodic Memories in Continual Learning Arslan Chaudhry Marcus Rohrbach Mohamed Elhoseiny Thalaiyasingam Ajanthan P. Dokania Juil Sock MarcÁurelio Ranzato CLL 585 441 0 27 Feb 2019
Scalable and Order-robust Continual Learning with Additive Parameter Decomposition Jaehong Yoon Saehoon Kim Eunho Yang Sung Ju Hwang CLL 355 187 0 25 Feb 2019
Learning Compositional Representations for Few-Shot Recognition P. Tokmakov Yu-Xiong Wang M. Hebert OCL 218 133 0 21 Dec 2018
Progressive Memory Banks for Incremental Domain Adaptation Nabiha Asghar Lili Mou Kira A. Selby Kevin D. Pantasdo Pascal Poupart Xin Jiang CLL 189 26 0 01 Nov 2018
Towards Robust Evaluations of Continual Learning Sebastian Farquhar Y. Gal CLL 293 317 0 24 May 2018
Lifelong Generative Modeling Jason Ramapuram Magda Gregorova Alexandros Kalousis BDL CLL 421 128 0 27 May 2017