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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
Incremental Concept Learning via Online Generative Memory Recall Huaiyu Li Weiming Dong Bao-Gang Hu CLL 62 23 0 05 Jul 2019
Rethinking Continual Learning for Autonomous Agents and Robots G. I. Parisi Christopher Kanan CLL 40 9 0 02 Jul 2019
NetTailor: Tuning the Architecture, Not Just the Weights Pedro Morgado Nuno Vasconcelos MQ 56 29 0 29 Jun 2019
Continual Learning for Robotics: Definition, Framework, Learning Strategies, Opportunities and Challenges Timothée Lesort Vincenzo Lomonaco Andrei Stoian Davide Maltoni David Filliat Natalia Díaz Rodríguez CLL 123 250 0 29 Jun 2019
Beneficial perturbation network for continual learning Shixian Wen Laurent Itti CLL KELM 29 2 0 22 Jun 2019
Continual Reinforcement Learning with Diversity Exploration and Adversarial Self-Correction Fengda Zhu Xiaojun Chang Runhao Zeng Mingkui Tan CLL 52 3 0 21 Jun 2019
Task Agnostic Continual Learning via Meta Learning Xu He Jakub Sygnowski Alexandre Galashov Andrei A. Rusu Yee Whye Teh Razvan Pascanu OOD CLL FedML 55 94 0 12 Jun 2019
Project Thyia: A Forever Gameplayer Raluca D. Gaina Simon Lucas Diego Perez-Liebana 31 5 0 10 Jun 2019
Learning Adaptive Classifiers Synthesis for Generalized Few-Shot Learning Han-Jia Ye Hexiang Hu De-Chuan Zhan 104 59 0 07 Jun 2019
Practical Deep Learning with Bayesian Principles Kazuki Osawa S. Swaroop Anirudh Jain Runa Eschenhagen Richard Turner Rio Yokota Mohammad Emtiyaz Khan BDL UQCV 167 247 0 06 Jun 2019
Uncertainty-guided Continual Learning with Bayesian Neural Networks Sayna Ebrahimi Mohamed Elhoseiny Trevor Darrell Marcus Rohrbach CLL BDL 68 197 0 06 Jun 2019
Lifelong Learning with a Changing Action Set Yash Chandak Georgios Theocharous Chris Nota Philip S. Thomas CLL OffRL 77 31 0 05 Jun 2019
An Adaptive Random Path Selection Approach for Incremental Learning Jathushan Rajasegaran Munawar Hayat Salman Khan Fahad Shahbaz Khan Ling Shao Ming-Hsuan Yang ODL CLL 84 24 0 03 Jun 2019
Episodic Memory in Lifelong Language Learning Cyprien de Masson dÁutume Sebastian Ruder Lingpeng Kong Dani Yogatama CLL KELM 147 293 0 03 Jun 2019
Continual Learning of New Sound Classes using Generative Replay Zhepei Wang Y. C. Sübakan Efthymios Tzinis Paris Smaragdis Laurent Charlin VLM 133 23 0 03 Jun 2019
Large Scale Incremental Learning Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Y. Fu CLL 109 1,262 0 30 May 2019
Meta-Learning Representations for Continual Learning Khurram Javed Martha White KELM CLL 85 321 0 29 May 2019
Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition Martin Mundt Iuliia Pliushch Sagnik Majumder Yongwon Hong Visvanathan Ramesh UQCV BDL 104 41 0 28 May 2019
Uncertainty-based Continual Learning with Adaptive Regularization Hongjoon Ahn Sungmin Cha Donggyu Lee Taesup Moon BDL 100 221 0 28 May 2019
Single-Net Continual Learning with Progressive Segmented Training (PST) Xiaocong Du Gouranga Charan Frank Liu Yu Cao CLL 54 12 0 28 May 2019
Sequential mastery of multiple visual tasks: Networks naturally learn to learn and forget to forget Guy Davidson Michael C. Mozer CLL 62 23 0 26 May 2019
Lifelong Neural Predictive Coding: Learning Cumulatively Online without Forgetting Alexander Ororbia A. Mali Daniel Kifer C. Lee Giles CLL KELM 82 17 0 25 May 2019
Continual Reinforcement Learning in 3D Non-stationary Environments Vincenzo Lomonaco Karan Desai Eugenio Culurciello Davide Maltoni OffRL 49 42 0 24 May 2019
Variational Prototype Replays for Continual Learning Mengmi Zhang Tao Wang J. Lim Gabriel Kreiman Jiashi Feng VLM CLL 73 15 0 23 May 2019
Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems Chien-Sheng Wu Andrea Madotto Ehsan Hosseini-Asl Caiming Xiong R. Socher Pascale Fung 93 437 0 21 May 2019
Continual Learning in Deep Neural Network by Using a Kalman Optimiser Honglin Li Shirin Enshaeifar F. Ganz Payam Barnaghi CLL KELM 42 4 0 20 May 2019
Learning to Memorize in Neural Task-Oriented Dialogue Systems Chien-Sheng Wu 54 6 0 19 May 2019
Bayesian Optimized Continual Learning with Attention Mechanism Ju Xu Jin Ma Zhanxing Zhu CLL BDL 18 6 0 10 May 2019
Improving and Understanding Variational Continual Learning S. Swaroop Cuong V Nguyen T. Bui Richard Turner CLL 68 50 0 06 May 2019
Ray Interference: a Source of Plateaus in Deep Reinforcement Learning Tom Schaul Diana Borsa Joseph Modayil Razvan Pascanu 77 63 0 25 Apr 2019
Continual Learning with Self-Organizing Maps P. Bashivan Martin Schrimpf R. Ajemian Irina Rish Matthew D Riemer Y. Tu CLL 50 13 0 19 Apr 2019
Attentive Single-Tasking of Multiple Tasks Kevis-Kokitsi Maninis Ilija Radosavovic Iasonas Kokkinos 202 251 0 18 Apr 2019
ACE: Adapting to Changing Environments for Semantic Segmentation Zuxuan Wu Xin Wang Joseph E. Gonzalez Tom Goldstein L. Davis OOD 79 102 0 12 Apr 2019
Unsupervised Progressive Learning and the STAM Architecture James Smith Cameron Taylor Seth Baer C. Dovrolis OffRL CLL 119 39 0 03 Apr 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 85 55 0 03 Apr 2019
Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting Xilai Li Yingbo Zhou Tianfu Wu R. Socher Caiming Xiong CLL 115 437 0 31 Mar 2019
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild Kibok Lee Kimin Lee Jinwoo Shin Honglak Lee CLL 139 206 0 29 Mar 2019
Gradient based sample selection for online continual learning Rahaf Aljundi Min Lin Baptiste Goujaud Yoshua Bengio BDL CLL 146 840 0 20 Mar 2019
Regularize, Expand and Compress: Multi-task based Lifelong Learning via NonExpansive AutoML Jie Zhang Junting Zhang Shalini Ghosh Dawei Li Jingwen Zhu Heming Zhang Yalin Wang CLL 27 2 0 20 Mar 2019
Class-incremental Learning via Deep Model Consolidation Junting Zhang Jie Zhang Shalini Ghosh Dawei Li Serafettin Tasci Larry Heck Heming Zhang C.-C. Jay Kuo CLL 117 341 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 78 136 0 06 Mar 2019
Representative Task Self-selection for Flexible Clustered Lifelong Learning Gan Sun Yang Cong Qianqian Wang Bineng Zhong Y. Fu CLL 54 55 0 06 Mar 2019
Scalable and Order-robust Continual Learning with Additive Parameter Decomposition Jaehong Yoon Saehoon Kim Eunho Yang Sung Ju Hwang CLL 98 178 0 25 Feb 2019
Online Meta-Learning Chelsea Finn Aravind Rajeswaran Sham Kakade Sergey Levine CLL 87 256 0 22 Feb 2019
Meta-Curvature Eunbyung Park Junier B. Oliva BDL 78 124 0 09 Feb 2019
Policy Consolidation for Continual Reinforcement Learning Christos Kaplanis Murray Shanahan Claudia Clopath CLL OffRL 78 51 0 01 Feb 2019
Functional Regularisation for Continual Learning with Gaussian Processes Michalis K. Titsias Jonathan Richard Schwarz A. G. Matthews Razvan Pascanu Yee Whye Teh CLL BDL 75 187 0 31 Jan 2019
Exploring the Challenges towards Lifelong Fact Learning Mohamed Elhoseiny F. Babiloni Rahaf Aljundi Marcus Rohrbach Manohar Paluri Tinne Tuytelaars 53 12 0 26 Dec 2018
Deep Online Learning via Meta-Learning: Continual Adaptation for Model-Based RL Anusha Nagabandi Chelsea Finn Sergey Levine OffRL CLL 107 191 0 18 Dec 2018
NIPS - Not Even Wrong? A Systematic Review of Empirically Complete Demonstrations of Algorithmic Effectiveness in the Machine Learning and Artificial Intelligence Literature Franz J. Király Bilal A. Mateen R. Sonabend 102 10 0 18 Dec 2018