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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
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 385 106 0 17 Jan 2022
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Wenju Sun Qingyong Li Jing Zhang Danyu Wang Wen Wang Yangli-ao Geng BDL 198 4 0 05 Jan 2022
Generative Kernel Continual learning Mohammad Mahdi Derakhshani Xiantong Zhen Ling Shao Cees G. M. Snoek BDL VLM 88 0 0 26 Dec 2021
Continual Learning with Knowledge Transfer for Sentiment Classification Zixuan Ke Bing-Quan Liu Hao Wang Lei Shu CLL 177 34 0 18 Dec 2021
Continual Learning of a Mixed Sequence of Similar and Dissimilar TasksNeural Information Processing Systems (NeurIPS), 2021 Zixuan Ke Bing-Quan Liu Xingchang Huang CLL 164 151 0 18 Dec 2021
An Online Data-Driven Emergency-Response Method for Autonomous Agents in Unforeseen Situations Glenn Maguire Nicholas A. Ketz Praveen K. Pilly Jean-Baptiste Mouret 130 1 0 17 Dec 2021
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification TasksNorth American Chapter of the Association for Computational Linguistics (NAACL), 2021 Zixuan Ke Hu Xu Bing-Quan Liu CLL 465 91 0 06 Dec 2021
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification TasksConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Zixuan Ke Bing-Quan Liu Hu Xu Lei Shu CLL 157 63 0 05 Dec 2021
Achieving Forgetting Prevention and Knowledge Transfer in Continual LearningNeural Information Processing Systems (NeurIPS), 2021 Zixuan Ke Bing-Quan Liu Nianzu Ma Hu Xu Lei Shu CLL 387 140 0 05 Dec 2021
Coarse-To-Fine Incremental Few-Shot Learning Xiang Xiang Yuwen Tan Qian Wan Jing Ma CLL 198 16 0 24 Nov 2021
Reviewing continual learning from the perspective of human-level intelligence Yifan Chang Wenbo Li Jian Peng Bo Tang Yuzhi Kang Yinjie Lei Yuanmiao Gui Qing Zhu Yu Liu Haifeng Li 182 4 0 23 Nov 2021
FFNB: Forgetting-Free Neural Blocks for Deep Continual Visual LearningBritish Machine Vision Conference (BMVC), 2021 H. Sahbi Haoming Zhan AI4CE 78 3 0 22 Nov 2021
Defeating Catastrophic Forgetting via Enhanced Orthogonal Weights Modification Yanni Li Bing Liu Kaicheng Yao Xiaoli Kou Pengfan Lv Yueshen Xu J. Cui CLL 128 0 0 19 Nov 2021
GCR: Gradient Coreset Based Replay Buffer Selection For Continual Learning Rishabh Tiwari Krishnateja Killamsetty Rishabh K. Iyer Pradeep Shenoy BDL CLL 265 163 0 18 Nov 2021
TaskDrop: A Competitive Baseline for Continual Learning of Sentiment Classification Jianping Mei Yilun Zheng Qianwei Zhou Rui Yan VLM CLL 205 6 0 05 Nov 2021
Exploring System Performance of Continual Learning for Mobile and Embedded Sensing Applications Young D. Kwon Jagmohan Chauhan Abhishek Kumar Pan Hui Cecilia Mascolo CLL HAI 160 35 0 25 Oct 2021
Latent-Insensitive autoencoders for Anomaly Detection Muhammad S. Battikh Artem Lenskiy UQCV 130 6 0 25 Oct 2021
HCV: Hierarchy-Consistency Verification for Incremental Implicitly-Refined ClassificationBritish Machine Vision Conference (BMVC), 2021 Kai Wang Xialei Liu Luis Herranz Joost van de Weijer CLL 178 4 0 21 Oct 2021
Class Incremental Online Streaming Learning S. Banerjee Vinay Kumar Verma T. Parag M. Singh Vinay P. Namboodiri CLL 125 4 0 20 Oct 2021
Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference Hyun-woo Koh Dahyun Kim Jung-Woo Ha Jonghyun Choi CLL 166 79 0 19 Oct 2021
Reminding the Incremental Language Model via Data-Free Self-Distillation Han Wang Ruiliu Fu Chengzhang Li Xuejun Zhang Jun Zhou Yonghong Yan CLL 187 3 0 17 Oct 2021
Carousel Memory: Rethinking the Design of Episodic Memory for Continual Learning Soobee Lee Minindu Weerakoon Jonghyun Choi Minjia Zhang Di Wang Myeongjae Jeon 123 2 0 14 Oct 2021
Cognitively Inspired Learning of Incremental Drifting ConceptsInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Mohammad Rostami Aram Galstyan CLL 205 17 0 09 Oct 2021
GROWN: GRow Only When Necessary for Continual Learning Li Yang Sen Lin Junshan Zhang Deliang Fan CLL 176 13 0 03 Oct 2021
Recent Advances of Continual Learning in Computer Vision: An OverviewIET Computer Vision (ICV), 2021 Haoxuan Qu Hossein Rahmani Kepeng Xu Bryan M. Williams Jun Liu VLM CLL 426 96 0 23 Sep 2021
Towards Generalized and Incremental Few-Shot Object Detection Yiting Li H. Zhu Jun Ma C. Teo Chen Xiang P. Vadakkepat T. Lee CLL ObjD 141 10 0 23 Sep 2021
How to Inject Backdoors with Better Consistency: Logit Anchoring on Clean Data Zhiyuan Zhang Lingjuan Lyu Weiqiang Wang Lichao Sun Xu Sun 168 39 0 03 Sep 2021
Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data Yong Deng Ozan Sener V. Koltun CLL 176 92 0 20 Aug 2021
An Investigation of Replay-based Approaches for Continual Learning Benedikt Bagus A. Gepperth CLL 172 41 0 15 Aug 2021
Model architecture can transform catastrophic forgetting into positive transferScientific Reports (Sci Rep), 2021 M. Ruíz-García 106 6 0 09 Aug 2021
Co-Transport for Class-Incremental LearningACM Multimedia (ACM MM), 2021 Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 232 89 0 27 Jul 2021
In Defense of the Learning Without Forgetting for Task Incremental Learning Guy Oren Lior Wolf CLL 145 21 0 26 Jul 2021
More Parameters? No Thanks!Findings (Findings), 2021 Zeeshan Khan Kartheek Akella Vinay P. Namboodiri C. V. Jawahar 99 1 0 20 Jul 2021
Representation Consolidation for Training Expert Students Zhizhong Li Avinash Ravichandran Charless C. Fowlkes M. Polito Rahul Bhotika Stefano Soatto 131 6 0 16 Jul 2021
Kernel Continual Learning Mohammad Mahdi Derakhshani Xiantong Zhen Ling Shao Cees G. M. Snoek CLL BDL VLM 212 41 0 12 Jul 2021
SplitAVG: A heterogeneity-aware federated deep learning method for medical imaging Miao Zhang Liangqiong Qu Praveer Singh Jayashree Kalpathy-Cramer D. Rubin OOD FedML 384 68 0 06 Jul 2021
Continual Learning via Inter-Task Synaptic MappingKnowledge-Based Systems (KBS), 2021 Fubing Mao Weiwei Weng Mahardhika Pratama E. Yapp CLL KELM 183 25 0 26 Jun 2021
Continual Novelty Detection Rahaf Aljundi Daniel Olmeda Reino N. Chumerin Richard Turner 132 15 0 24 Jun 2021
Knowledge-Adaptation Priors Mohammad Emtiyaz Khan S. Swaroop BDL VLM ODL 172 29 0 16 Jun 2021
Optimizing Reusable Knowledge for Continual Learning via MetalearningNeural Information Processing Systems (NeurIPS), 2021 J. Hurtado Alain Raymond-Sáez Alvaro Soto CLL 274 42 0 09 Jun 2021
Model Zoo: A Growing "Brain" That Learns ContinuallyInternational Conference on Learning Representations (ICLR), 2021 Rahul Ramesh Pratik Chaudhari CLL FedML 233 75 0 06 Jun 2021
Online Coreset Selection for Rehearsal-based Continual LearningInternational Conference on Learning Representations (ICLR), 2021 Jaehong Yoon Divyam Madaan Eunho Yang Sung Ju Hwang CLL 332 170 0 02 Jun 2021
Open-world Machine Learning: Applications, Challenges, and OpportunitiesACM Computing Surveys (CSUR), 2021 Jitendra Parmar S. Chouhan Vaskar Raychoudhury S. Rathore OffRL 292 114 0 27 May 2021
Continual Learning via Bit-Level Information PreservingComputer Vision and Pattern Recognition (CVPR), 2021 Yujun Shi Li-xin Yuan Yunpeng Chen Jiashi Feng CLL 174 50 0 10 May 2021
Continual Learning with Fully Probabilistic Models Benedikt Pfülb A. Gepperth Benedikt Bagus BDL 129 9 0 19 Apr 2021
Overcoming Catastrophic Forgetting with Gaussian Mixture ReplayIEEE International Joint Conference on Neural Network (IJCNN), 2021 Benedikt Pfülb A. Gepperth VLM BDL 115 14 0 19 Apr 2021
Neural Architecture Search of Deep Priors: Towards Continual Learning without Catastrophic Interference Martin Mundt Iuliia Pliushch Visvanathan Ramesh UQCV BDL 114 7 0 14 Apr 2021
Tuned Compositional Feature Replays for Efficient Stream LearningIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Morgan B. Talbot Rushikesh Zawar Rohil Badkundri Mengmi Zhang Gabriel Kreiman CLL 397 2 0 06 Apr 2021
Rainbow Memory: Continual Learning with a Memory of Diverse SamplesComputer Vision and Pattern Recognition (CVPR), 2021 Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha Jonghyun Choi CLL 260 416 0 31 Mar 2021
DER: Dynamically Expandable Representation for Class Incremental LearningComputer Vision and Pattern Recognition (CVPR), 2021 Shipeng Yan Jiangwei Xie Xuming He CLL 231 563 0 31 Mar 2021