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Gradient Episodic Memory for Continual Learning

26 June 2017

Papers citing "Gradient Episodic Memory for Continual Learning"

50 / 1,594 papers shown

Title
Kernel Continual Learning Mohammad Mahdi Derakhshani Xiantong Zhen Ling Shao Cees G. M. Snoek CLL BDL VLM 120 38 0 12 Jul 2021
Lifelong Mixture of Variational Autoencoders Fei Ye A. Bors DRL 49 27 0 09 Jul 2021
Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural Network Jong-Yeong Kim Dong-Wan Choi CLL 66 25 0 03 Jul 2021
Disentangling Transfer and Interference in Multi-Domain Learning Yipeng Zhang Tyler L. Hayes Christopher Kanan 140 3 0 02 Jul 2021
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation Arthur Douillard Yifu Chen Arnaud Dapogny Matthieu Cord CLL 61 21 0 29 Jun 2021
AutoNovel: Automatically Discovering and Learning Novel Visual Categories Kai Han Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Andrea Vedaldi Andrew Zisserman SSL 80 133 0 29 Jun 2021
Unsupervised Continual Learning via Self-Adaptive Deep Clustering Approach Mahardhika Pratama Andri Ashfahani E. Lughofer SSL CLL 120 16 0 28 Jun 2021
Co $^2$ L: Contrastive Continual Learning Hyuntak Cha Jaeho Lee Jinwoo Shin CLL SSL VLM 147 309 0 28 Jun 2021
Continual Learning via Inter-Task Synaptic Mapping Fubing Mao Weiwei Weng Mahardhika Pratama E. Yapp CLL KELM 119 21 0 26 Jun 2021
Continual Competitive Memory: A Neural System for Online Task-Free Lifelong Learning Alexander Ororbia CLL 104 5 0 24 Jun 2021
Continual Novelty Detection Rahaf Aljundi Daniel Olmeda Reino N. Chumerin Richard Turner 41 11 0 24 Jun 2021
Task-agnostic Continual Learning with Hybrid Probabilistic Models Polina Kirichenko Mehrdad Farajtabar Dushyant Rao Balaji Lakshminarayanan Nir Levine Ang Li Huiyi Hu A. Wilson Razvan Pascanu VLM BDL CLL 79 20 0 24 Jun 2021
Multiband VAE: Latent Space Alignment for Knowledge Consolidation in Continual Learning Kamil Deja Pawel Wawrzyñski Wojciech Masarczyk Daniel Marczak Tomasz Trzciñski CLL 66 5 0 23 Jun 2021
On the importance of cross-task features for class-incremental learning Albin Soutif--Cormerais Marc Masana Joost van de Weijer Bartlomiej Twardowski CLL 96 20 0 22 Jun 2021
Iterative Network Pruning with Uncertainty Regularization for Lifelong Sentiment Classification Binzong Geng Min Yang Fajie Yuan Shupeng Wang Xiang Ao Ruifeng Xu CLL 77 19 0 21 Jun 2021
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning James Smith Yen-Chang Hsu John C. Balloch Yilin Shen Hongxia Jin Z. Kira CLL 106 169 0 17 Jun 2021
SPeCiaL: Self-Supervised Pretraining for Continual Learning Lucas Caccia Joelle Pineau CLL SSL 76 19 0 16 Jun 2021
Knowledge-Adaptation Priors Mohammad Emtiyaz Khan S. Swaroop BDL VLM ODL 58 27 0 16 Jun 2021
FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications Young D. Kwon Jagmohan Chauhan Cecilia Mascolo HAI 66 16 0 14 Jun 2021
Knowledge Consolidation based Class Incremental Online Learning with Limited Data M. A. Karim Vinay Kumar Verma Pravendra Singh Vinay P. Namboodiri Piyush Rai CLL 19 0 0 12 Jun 2021
Learngene: From Open-World to Your Learning Task Qiufeng Wang Xin Geng Shuxia Lin Shiyu Xia Lei Qi Ning Xu 90 23 0 12 Jun 2021
Invariant Information Bottleneck for Domain Generalization Yue Liu Yifei Shen Yezhen Wang Wenzhen Zhu Colorado Reed Jun Zhang Dongsheng Li Kurt Keutzer Han Zhao OOD 97 116 0 11 Jun 2021
Optimizing Reusable Knowledge for Continual Learning via Metalearning J. Hurtado Alain Raymond-Sáez Alvaro Soto CLL 87 38 0 09 Jun 2021
Memory-Based Optimization Methods for Model-Agnostic Meta-Learning and Personalized Federated Learning Bokun Wang Zhuoning Yuan Yiming Ying Tianbao Yang FedML 100 11 0 09 Jun 2021
Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image Acquisition Matthias Perkonigg J. Hofmanninger Georg Langs MedIm OOD 62 16 0 07 Jun 2021
Knowing when we do not know: Bayesian continual learning for sensing-based analysis tasks S. S. Rodríguez Cecilia Mascolo Young D. Kwon CLL 52 12 0 06 Jun 2021
Model Zoo: A Growing "Brain" That Learns Continually Rahul Ramesh Pratik Chaudhari CLL FedML 111 66 0 06 Jun 2021
Same State, Different Task: Continual Reinforcement Learning without Interference Samuel Kessler Jack Parker-Holder Philip J. Ball S. Zohren Stephen J. Roberts CLL OffRL 84 47 0 05 Jun 2021
Lifelong Learning of Hate Speech Classification on Social Media Jing Qian Hong Wang Mai Elsherief Xifeng Yan CLL 55 24 0 05 Jun 2021
A Procedural World Generation Framework for Systematic Evaluation of Continual Learning Timm Hess Martin Mundt Iuliia Pliushch Visvanathan Ramesh 68 7 0 04 Jun 2021
Online Coreset Selection for Rehearsal-based Continual Learning Jaehong Yoon Divyam Madaan Eunho Yang Sung Ju Hwang CLL 103 145 0 02 Jun 2021
Efficient and robust multi-task learning in the brain with modular latent primitives Christian David Márton Léo Gagnon Guillaume Lajoie Kanaka Rajan 68 6 0 28 May 2021
Smaller Is Better: An Analysis of Instance Quantity/Quality Trade-off in Rehearsal-based Continual Learning Francesco Pelosin A. Torsello 30 1 0 28 May 2021
Encoders and Ensembles for Task-Free Continual Learning Murray Shanahan Christos Kaplanis Jovana Mitrović CLL 105 25 0 27 May 2021
Generalized Few-Shot Object Detection without Forgetting Zhibo Fan Yuchen Ma Zeming Li Jian Sun VLM ObjD 131 170 0 20 May 2021
ACAE-REMIND for Online Continual Learning with Compressed Feature Replay Kai Wang Luis Herranz Joost van de Weijer CLL 117 14 0 18 May 2021
Shared and Private VAEs with Generative Replay for Continual Learning Subhankar Ghosh CLL BDL 31 0 0 17 May 2021
Layerwise Optimization by Gradient Decomposition for Continual Learning Shixiang Tang Dapeng Chen Jinguo Zhu Shijie Yu Wanli Ouyang CLL 77 65 0 17 May 2021
TAG: Task-based Accumulated Gradients for Lifelong learning Pranshu Malviya B. Ravindran Sarath Chandar CLL 134 5 0 11 May 2021
Continual Learning via Bit-Level Information Preserving Yujun Shi Li-xin Yuan Yunpeng Chen Jiashi Feng CLL 91 43 0 10 May 2021
Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates Yuqing Xie Yi-An Lai Yuanjun Xiong Yi Zhang Stefano Soatto UQCV 59 16 0 07 May 2021
Structured Ensembles: an Approach to Reduce the Memory Footprint of Ensemble Methods Jary Pomponi Simone Scardapane A. Uncini UQCV 58 7 0 06 May 2021
Schematic Memory Persistence and Transience for Efficient and Robust Continual Learning Yuyang Gao Giorgio Ascoli Liang Zhao 61 5 0 05 May 2021
Continual Learning on the Edge with TensorFlow Lite Giorgos Demosthenous Vassilis Vassiliades CLL 80 21 0 05 May 2021
Self-Improving Semantic Perception for Indoor Localisation Hermann Blum Francesco Milano René Zurbrugg Roland Siegward Cesar Cadena Abel Gawel 102 8 0 04 May 2021
Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective Haoran Sun Wenqiang Pu Xiao Fu Tsung-Hui Chang Mingyi Hong 80 30 0 03 May 2021
Towards Fair Federated Learning with Zero-Shot Data Augmentation Weituo Hao Mostafa El-Khamy Jungwon Lee Jianyi Zhang Kevin J. Liang Changyou Chen Lawrence Carin FedML 75 91 0 27 Apr 2021
Dynamic VAEs with Generative Replay for Continual Zero-shot Learning Subhankar Ghosh BDL CLL VLM 82 7 0 26 Apr 2021
How Well Does Self-Supervised Pre-Training Perform with Streaming Data? Dapeng Hu Shipeng Yan Qizhengqiu Lu Lanqing Hong Hailin Hu Yifan Zhang Zhenguo Li Xinchao Wang Jiashi Feng 123 29 0 25 Apr 2021
Piggyback GAN: Efficient Lifelong Learning for Image Conditioned Generation Mengyao Zhai Lei Chen Jiawei He Megha Nawhal Frederick Tung Greg Mori CLL 64 29 0 24 Apr 2021