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Gradient Episodic Memory for Continual Learning

26 June 2017

Papers citing "Gradient Episodic Memory for Continual Learning"

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Title
How neural networks find generalizable solutions: Self-tuned annealing in deep learning Yu Feng Y. Tu MLT 54 9 0 06 Jan 2020
A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning Soochan Lee Junsoo Ha Dongsu Zhang Gunhee Kim BDL CLL 90 212 0 03 Jan 2020
Overcoming Long-term Catastrophic Forgetting through Adversarial Neural Pruning and Synaptic Consolidation Jian-wei Peng Bo Tang Jiang Hao Zhuo Li Yinjie Lei Tao R. Lin Haifeng Li AAML CLL 75 38 0 19 Dec 2019
Direction Concentration Learning: Enhancing Congruency in Machine Learning Yan Luo Yongkang Wong Mohan Kankanhalli Qi Zhao 42 12 0 17 Dec 2019
Reducing Catastrophic Forgetting in Modular Neural Networks by Dynamic Information Balancing Mohammed Amer Tomás Maul 45 6 0 10 Dec 2019
Bayesian Structure Adaptation for Continual Learning Abhishek Kumar Sunabha Chatterjee Piyush Rai CLL BDL 64 30 0 08 Dec 2019
Hierarchical Indian Buffet Neural Networks for Bayesian Continual Learning Samuel Kessler Vu Nguyen S. Zohren Stephen J. Roberts BDL 94 25 0 04 Dec 2019
Learning to Recommend via Meta Parameter Partition Liang Zhao Yang Wang Daxiang Dong Hao Tian OffRL CLL 81 7 0 04 Dec 2019
Overcoming Catastrophic Forgetting by Generative Regularization Peiqiu Chen Wei Wei Cho-Jui Hsieh Bo Dai CLL 51 17 0 03 Dec 2019
Latent Replay for Real-Time Continual Learning Lorenzo Pellegrini G. Graffieti Vincenzo Lomonaco Davide Maltoni CLL 98 167 0 02 Dec 2019
A Conceptual Framework for Lifelong Learning Charles X. Ling Tanner A. Bohn CLL 71 3 0 21 Nov 2019
Continual Learning with Adaptive Weights (CLAW) T. Adel Han Zhao Richard Turner CLL 76 73 0 21 Nov 2019
Online Learned Continual Compression with Adaptive Quantization Modules Lucas Caccia Eugene Belilovsky Massimo Caccia Joelle Pineau 83 5 0 19 Nov 2019
Towards Making Deep Transfer Learning Never Hurt Ruosi Wan Haoyi Xiong Xingjian Li Zhanxing Zhu Jun Huan 66 21 0 18 Nov 2019
REFIT: A Unified Watermark Removal Framework For Deep Learning Systems With Limited Data Xinyun Chen Wenxiao Wang Chris Bender Yiming Ding R. Jia Yue Liu Basel Alomair AAML 86 109 0 17 Nov 2019
OpenLORIS-Object: A Robotic Vision Dataset and Benchmark for Lifelong Deep Learning Qi She Fan Feng Xinyue Hao Qihan Yang Chuanlin Lan ... Zhengwei Wang Yao Guo Yimin Zhang Fei Qiao Rosa H. M. Chan VLM 128 76 0 15 Nov 2019
Making Good on LSTMs' Unfulfilled Promise Daniel Philps Artur Garcez Tillman Weyde AI4TS 52 2 0 11 Nov 2019
Knowledge Distillation for Incremental Learning in Semantic Segmentation Umberto Michieli Pietro Zanuttigh CLL VLM 99 100 0 08 Nov 2019
Forget Me Not: Reducing Catastrophic Forgetting for Domain Adaptation in Reading Comprehension Ying Xu Xu Zhong Antonio Jimeno Yepes Jey Han Lau AI4CE CLL 59 45 0 01 Nov 2019
Continual Unsupervised Representation Learning Dushyant Rao Francesco Visin Andrei A. Rusu Yee Whye Teh Razvan Pascanu R. Hadsell BDL CLL SSL DRL 43 264 0 31 Oct 2019
Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning Hang Zhou Ziwei Liu Chenglei Wu Ping Luo Lifeng Sun CLL 120 22 0 24 Oct 2019
Orthogonal Gradient Descent for Continual Learning Mehrdad Farajtabar Navid Azizan Alex Mott Ang Li CLL 125 376 0 15 Oct 2019
Learning to Remember from a Multi-Task Teacher Yuwen Xiong Mengye Ren R. Urtasun CLL KELM OOD 69 4 0 10 Oct 2019
DEVDAN: Deep Evolving Denoising Autoencoder Andri Ashfahani Mahardhika Pratama E. Lughofer Yew-Soon Ong 109 99 0 08 Oct 2019
Automatic Construction of Multi-layer Perceptron Network from Streaming Examples Mahardhika Pratama Choiru Za’in Andri Ashfahani Yew-Soon Ong Weiping Ding AI4CE 137 52 0 08 Oct 2019
Continual Learning in Neural Networks Rahaf Aljundi CLL 94 34 0 07 Oct 2019
Meta-Transfer Learning through Hard Tasks Qianru Sun Yaoyao Liu Zhaozheng Chen Tat-Seng Chua Bernt Schiele 104 104 0 07 Oct 2019
REMIND Your Neural Network to Prevent Catastrophic Forgetting Tyler L. Hayes Kushal Kafle Robik Shrestha Manoj Acharya Christopher Kanan CLL 155 303 0 06 Oct 2019
Incremental learning for the detection and classification of GAN-generated images Francesco Marra Cristiano Saltori G. Boato Luisa Verdoliva 117 134 0 03 Oct 2019
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts Yu Sun Xiaolong Wang Zhuang Liu John Miller Alexei A. Efros Moritz Hardt TTA OOD 99 96 0 29 Sep 2019
Improved Schemes for Episodic Memory-based Lifelong Learning Yunhui Guo Mingrui Liu Tianbao Yang Tajana Simunic CLL 48 9 0 25 Sep 2019
ContCap: A scalable framework for continual image captioning Giang Nguyen Tae Joon Jun T. Tran Tolcha Yalew Daeyoung Kim VLM CLL 60 10 0 19 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 81 246 0 18 Sep 2019
Neural Architecture Search for Class-incremental Learning Shenyang Huang Vincent François-Lavet Guillaume Rabusseau CLL 46 16 0 14 Sep 2019
Efficient Continual Learning in Neural Networks with Embedding Regularization Jary Pomponi Simone Scardapane Vincenzo Lomonaco A. Uncini CLL 87 42 0 09 Sep 2019
LAMOL: LAnguage MOdeling for Lifelong Language Learning Fan-Keng Sun Cheng-Hao Ho Hung-yi Lee CLL KELM 97 213 0 07 Sep 2019
Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis Tyler L. Hayes Christopher Kanan CLL 70 144 0 04 Sep 2019
Learning Continually from Low-shot Data Stream Canyu Le Xihan Wei Biao Wang L. Zhang Zhonggui Chen CLL 24 3 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 115 552 0 11 Aug 2019
Continual Learning by Asymmetric Loss Approximation with Single-Side Overestimation Dongmin Park Seokil Hong Bohyung Han Kyoung Mu Lee AAML CLL 156 40 0 08 Aug 2019
Toward Understanding Catastrophic Forgetting in Continual Learning Cuong V Nguyen Alessandro Achille Michael Lam Tal Hassner Vijay Mahadevan Stefano Soatto 72 95 0 02 Aug 2019
Weight Friction: A Simple Method to Overcome Catastrophic Forgetting and Enable Continual Learning Gabrielle K. Liu 18 0 0 02 Aug 2019
Continual Learning via Online Leverage Score Sampling D. Teng Sakyasingha Dasgupta CLL 40 5 0 01 Aug 2019
Incremental Learning Techniques for Semantic Segmentation Umberto Michieli Pietro Zanuttigh SSeg CLL VLM 120 235 0 31 Jul 2019
Overcoming Catastrophic Forgetting by Neuron-level Plasticity Control Inyoung Paik Sangjun Oh Taeyeong Kwak Injung Kim CLL 94 49 0 31 Jul 2019
Lifelong GAN: Continual Learning for Conditional Image Generation Mengyao Zhai Lei Chen Frederick Tung Jiawei He Megha Nawhal Greg Mori CLL 102 183 0 23 Jul 2019
Autoencoder-Based Incremental Class Learning without Retraining on Old Data Euntae Choi Kyungmi Lee Kiyoung Choi CLL 48 13 0 18 Jul 2019
Motion Planning Networks: Bridging the Gap Between Learning-based and Classical Motion Planners A. H. Qureshi Yinglong Miao Anthony Simeonov Michael C. Yip PINN 3DV 128 220 0 13 Jul 2019
Massively Multilingual Neural Machine Translation in the Wild: Findings and Challenges N. Arivazhagan Ankur Bapna Orhan Firat Dmitry Lepikhin Melvin Johnson ... George F. Foster Colin Cherry Wolfgang Macherey Zhiwen Chen Yonghui Wu 105 429 0 11 Jul 2019
Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches Vincenzo Lomonaco Davide Maltoni Lorenzo Pellegrini CLL VLM 103 67 0 08 Jul 2019