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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
Continual learning using hash-routed convolutional neural networks A. Berjaoui BDL CLL 82 1 0 09 Oct 2020
Disentangle-based Continual Graph Representation LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Xiaoyu Kou Yankai Lin Shaobo Liu Peng Li Jie Zhou Yan Zhang CLL 251 43 0 06 Oct 2020
Efficient Meta Lifelong-Learning with Limited MemoryConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Zirui Wang Sanket Vaibhav Mehta Barnabás Póczós J. Carbonell CLL KELM 218 82 0 06 Oct 2020
The Effectiveness of Memory Replay in Large Scale Continual Learning Yogesh Balaji Mehrdad Farajtabar Dong Yin Alex Mott Ang Li 177 42 0 06 Oct 2020
Remembering for the Right Reasons: Explanations Reduce Catastrophic ForgettingInternational Conference on Learning Representations (ICLR), 2020 Sayna Ebrahimi Suzanne Petryk Akash Gokul William Gan Joseph E. Gonzalez Marcus Rohrbach Trevor Darrell CLL 218 51 0 04 Oct 2020
Continual Learning for Natural Language Generation in Task-oriented Dialog SystemsFindings (Findings), 2020 Fei Mi Liangwei Chen Mengjie Zhao Shiyu Huang Boi Faltings CLL KELM 174 77 0 02 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
Meta-Consolidation for Continual LearningNeural Information Processing Systems (NeurIPS), 2020 K. J. Joseph V. Balasubramanian CLL 160 59 0 01 Oct 2020
Unsupervised Model Adaptation for Continual Semantic SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2020 Serban Stan Mohammad Rostami OOD CLL 187 68 0 26 Sep 2020
Neurocoder: Learning General-Purpose Computation Using Stored Neural Programs Hung Le Svetha Venkatesh NAI 99 5 0 24 Sep 2020
Few-Shot Unsupervised Continual Learning through Meta-Examples Alessia Bertugli Stefano Vincenzi Simone Calderara Baptiste Caramiaux CLL SSL 194 8 0 17 Sep 2020
3D_DEN: Open-ended 3D Object Recognition using Dynamically Expandable NetworksIEEE Transactions on Cognitive and Developmental Systems (TCDS), 2020 Sudhakaran Jain Hamidreza Kasaei 3DPC 162 4 0 15 Sep 2020
Meta-Learning with Sparse Experience Replay for Lifelong Language Learning Nithin Holla Pushkar Mishra H. Yannakoudakis Ekaterina Shutova KELM CLL 190 22 0 10 Sep 2020
Imbalanced Continual Learning with Partitioning Reservoir SamplingEuropean Conference on Computer Vision (ECCV), 2020 C. Kim Jinseo Jeong Gunhee Kim CLL 265 119 0 08 Sep 2020
ACDC: Weight Sharing in Atom-Coefficient Decomposed Convolution Ze Wang Xiuyuan Cheng Guillermo Sapiro Qiang Qiu 80 9 0 04 Sep 2020
Compression-aware Continual Learning using Singular Value Decomposition Varigonda Pavan Teja Priyadarshini Panda CLL 140 0 0 03 Sep 2020
A Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World LearningNeural Networks (NN), 2020 Martin Mundt Yongjun Hong Iuliia Pliushch Visvanathan Ramesh CLL 347 171 0 03 Sep 2020
Lifelong Object Detection Wang Zhou Shiyu Chang Norma Sosa Hendrik Hamann David D. Cox CLL ObjD 166 45 0 02 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 445 241 0 02 Sep 2020
Lifelong Graph LearningComputer Vision and Pattern Recognition (CVPR), 2020 Chen Wang Yuheng Qiu Dasong Gao Sebastian Scherer CLL GNN AI4CE 256 55 0 01 Sep 2020
Online Class-Incremental Continual Learning with Adversarial Shapley Value Dongsub Shim Zheda Mai Jihwan Jeong Scott Sanner Hyunwoo J. Kim Jongseong Jang CLL 340 6 0 31 Aug 2020
LIRA: Lifelong Image Restoration from Unknown Blended Distortions Jianzhao Liu Jianxin Lin Xin Li Wei Zhou Sen Liu Zhibo Chen CLL 135 21 0 19 Aug 2020
Continual Class Incremental Learning for CT Thoracic Segmentation Abdelrahman Elskhawy Aneta Lisowska Matthias Keicher Josep Henry Paul Thomson Nassir Navab CLL 161 10 0 12 Aug 2020
Online Continual Learning under Extreme Memory Constraints Enrico Fini Stéphane Lathuilière E. Sangineto Moin Nabi Elisa Ricci CLL 260 73 0 04 Aug 2020
Memory Efficient Class-Incremental Learning for Image Classification Hanbin Zhao Haibo Wang Yongjian Fu Leilei Gan Xi Li CLL VLM 243 98 0 04 Aug 2020
A Lifelong Learning Approach to Mobile Robot Navigation Bo Liu Xuesu Xiao Peter Stone 182 10 0 28 Jul 2020
La-MAML: Look-ahead Meta Learning for Continual LearningNeural Information Processing Systems (NeurIPS), 2020 Gunshi Gupta Karmesh Yadav Liam Paull CLL VLM 271 80 0 27 Jul 2020
Learning latent representations across multiple data domains using Lifelong VAEGAN Fei Ye A. Bors SyDa CLL 148 79 0 20 Jul 2020
Drinking from a Firehose: Continual Learning with Web-scale Natural LanguageIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 181 28 0 18 Jul 2020
Neuromodulated Neural Architectures with Local Error Signals for Memory-Constrained Online Continual Learning Sandeep Madireddy A. Yanguas-Gil Dali Wang CLL 97 0 0 16 Jul 2020
SpaceNet: Make Free Space For Continual LearningNeurocomputing (Neurocomputing), 2020 Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy CLL 198 85 0 15 Jul 2020
Anatomy of Catastrophic Forgetting: Hidden Representations and Task SemanticsInternational Conference on Learning Representations (ICLR), 2020 V. Ramasesh Ethan Dyer M. Raghu CLL 304 192 0 14 Jul 2020
Automated Synthetic-to-Real GeneralizationInternational Conference on Machine Learning (ICML), 2020 Wuyang Chen Zhiding Yu Zinan Lin Anima Anandkumar 151 70 0 14 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
Disentanglement of Color and Shape Representations for Continual Learning David Berga Marc Masana Joost van de Weijer CLL 112 3 0 13 Jul 2020
RATT: Recurrent Attention to Transient Tasks for Continual Image CaptioningNeural Information Processing Systems (NeurIPS), 2020 Riccardo Del Chiaro Bartlomiej Twardowski Andrew D. Bagdanov Joost van de Weijer CLL VLM 173 49 0 13 Jul 2020
Graph-Based Continual LearningInternational Conference on Learning Representations (ICLR), 2020 Binh Tang David S. Matteson BDL CLL 189 40 0 09 Jul 2020
Pseudo-Rehearsal for Continual Learning with Normalizing Flows Jary Pomponi Simone Scardapane A. Uncini 254 16 0 05 Jul 2020
RSAC: Regularized Subspace Approximation Classifier for Lightweight Continuous Learning Chih-Hsing Ho Shang-Ho S. Tsai CLL 106 0 0 03 Jul 2020
Continual Learning: Tackling Catastrophic Forgetting in Deep Neural Networks with Replay Processes Timothée Lesort CLL 289 23 0 01 Jul 2020
Enabling Continual Learning with Differentiable Hebbian Plasticity Vithursan Thangarasa Thomas Miconi Graham W. Taylor CLL 137 15 0 30 Jun 2020
MgSvF: Multi-Grained Slow vs. Fast Framework for Few-Shot Class-Incremental Learning Hanbin Zhao Yongjian Fu Mintong Kang Qi Tian Leilei Gan Xi Li CLL 467 132 0 28 Jun 2020
Gradient-based Editing of Memory Examples for Online Task-free Continual Learning Xisen Jin Arka Sadhu Junyi Du Xiang Ren CLL KELM BDL 273 111 0 27 Jun 2020
Bookworm continual learning: beyond zero-shot learning and continual learning Kai Wang Luis Herranz Anjan Dutta Joost van de Weijer VLM CLL 146 6 0 26 Jun 2020
Continual Learning from the Perspective of Compression Xu He Min Lin CLL 127 3 0 26 Jun 2020
Storing Encoded Episodes as Concepts for Continual Learning Ali Ayub Alan R. Wagner CLL 113 13 0 26 Jun 2020
Supermasks in Superposition Mitchell Wortsman Vivek Ramanujan Rosanne Liu Aniruddha Kembhavi Mohammad Rastegari J. Yosinski Ali Farhadi SSL CLL 478 329 0 26 Jun 2020
AReLU: Attention-based Rectified Linear Unit Dengsheng Chen Jun Li Kai Xu 172 25 0 24 Jun 2020
OvA-INN: Continual Learning with Invertible Neural NetworksIEEE International Joint Conference on Neural Network (IJCNN), 2020 Guillaume Hocquet O. Bichler D. Querlioz BDL CLL 100 13 0 24 Jun 2020
Insights from the Future for Continual Learning Arthur Douillard Eduardo Valle Charles Ollion Thomas Robert Matthieu Cord VLM CLL 199 12 0 24 Jun 2020