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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
Reproducibility Report: La-MAML: Look-ahead Meta Learning for Continual Learning Joel Joseph Alex Gu CLL 54 61 0 11 Feb 2021
Adversarial Training of Variational Auto-encoders for Continual Zero-shot Learning(A-CZSL) Subhankar Ghosh CLL VLM 153 12 0 07 Feb 2021
How do Quadratic Regularizers Prevent Catastrophic Forgetting: The Role of Interpolation Ekdeep Singh Lubana Puja Trivedi Danai Koutra Robert P. Dick 119 15 0 04 Feb 2021
Mind the Gap: Assessing Temporal Generalization in Neural Language Models Angeliki Lazaridou A. Kuncoro E. Gribovskaya Devang Agrawal Adam Liska ... Sebastian Ruder Dani Yogatama Kris Cao Susannah Young Phil Blunsom VLM 142 219 0 03 Feb 2021
Do Not Forget to Attend to Uncertainty while Mitigating Catastrophic Forgetting V. Kurmi Badri N. Patro Venkatesh Subramanian Vinay P. Namboodiri 108 22 0 03 Feb 2021
Self-Attention Meta-Learner for Continual Learning Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy CLL 53 11 0 28 Jan 2021
Generalising via Meta-Examples for Continual Learning in the Wild Alessia Bertugli Stefano Vincenzi Simone Calderara Andrea Passerini CLL 50 2 0 28 Jan 2021
FedH2L: Federated Learning with Model and Statistical Heterogeneity Yiying Li Wei Zhou Huaimin Wang Haibo Mi Timothy M. Hospedales FedML 157 29 0 27 Jan 2021
Online Continual Learning in Image Classification: An Empirical Survey Zheda Mai Ruiwen Li Jihwan Jeong David Quispe Hyunwoo J. Kim Scott Sanner VLM CLL 137 422 0 25 Jan 2021
Federated Intrusion Detection for IoT with Heterogeneous Cohort Privacy Ajesh Koyatan Chathoth Abhyuday N. Jagannatha Stephen Lee 81 14 0 25 Jan 2021
RomeBERT: Robust Training of Multi-Exit BERT Shijie Geng Peng Gao Zuohui Fu Yongfeng Zhang 81 28 0 24 Jan 2021
Memory-Efficient Semi-Supervised Continual Learning: The World is its Own Replay Buffer James Smith Jonathan C. Balloch Yen-Chang Hsu Z. Kira CLL 187 38 0 23 Jan 2021
Generative Replay-based Continual Zero-Shot Learning C. Gautam S. Parameswaran Ashish Mishra Suresh Sundaram CLL VLM 65 8 0 22 Jan 2021
The Surprising Positive Knowledge Transfer in Continual 3D Object Shape Reconstruction Anh Thai Stefan Stojanov Zixuan Huang Isaac Rehg James M. Rehg CLL 77 0 0 18 Jan 2021
Phases of learning dynamics in artificial neural networks: with or without mislabeled data Yu Feng Y. Tu 44 2 0 16 Jan 2021
Learning Invariant Representation for Continual Learning Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy BDL CLL 66 16 0 15 Jan 2021
Curriculum-Meta Learning for Order-Robust Continual Relation Extraction Tongtong Wu Xuekai Li Yuan-Fang Li Reza Haffari Guilin Qi Yujin Zhu Guoqiang Xu CLL 126 70 0 06 Jan 2021
Continual Learning in Task-Oriented Dialogue Systems Andrea Madotto Zhaojiang Lin Zhenpeng Zhou Seungwhan Moon Paul A. Crook Bing-Quan Liu Zhou Yu Eunjoon Cho Zhiguang Wang CLL 143 132 0 31 Dec 2020
Towards Continual Reinforcement Learning: A Review and Perspectives Khimya Khetarpal Matthew D Riemer Irina Rish Doina Precup CLL OffRL 142 324 0 25 Dec 2020
Efficient Continual Learning with Modular Networks and Task-Driven Priors Tom Véniat Ludovic Denoyer MarcÁurelio Ranzato CLL 87 98 0 23 Dec 2020
IIRC: Incremental Implicitly-Refined Classification Mohamed Abdelsalam Mojtaba Faramarzi Shagun Sodhani A. Chandar CLL 65 29 0 23 Dec 2020
Continual Lifelong Learning in Natural Language Processing: A Survey Magdalena Biesialska Katarzyna Biesialska Marta R. Costa-jussá KELM CLL 100 222 0 17 Dec 2020
Inexact-ADMM Based Federated Meta-Learning for Fast and Continual Edge Learning Sheng Yue Ju Ren Jiang Xin Sen Lin Junshan Zhang FedML 70 44 0 16 Dec 2020
Class-incremental Learning with Rectified Feature-Graph Preservation Cheng-Hsun Lei Yi-Hsin Wen-Hsiao Peng Wei-Chen Chiu CLL 66 4 0 15 Dec 2020
Detecting and Adapting to Irregular Distribution Shifts in Bayesian Online Learning Aodong Li Alex Boyd Padhraic Smyth Stephan Mandt 59 24 0 15 Dec 2020
Variable-Shot Adaptation for Online Meta-Learning Tianhe Yu Xinyang Geng Chelsea Finn Sergey Levine CLL OffRL 58 4 0 14 Dec 2020
Parameter-Efficient Transfer Learning with Diff Pruning Demi Guo Alexander M. Rush Yoon Kim 92 406 0 14 Dec 2020
Multi-Domain Multi-Task Rehearsal for Lifelong Learning Fan Lyu Shuai Wang Wei Feng Zihan Ye Fuyuan Hu Song Wang CLL 65 28 0 14 Dec 2020
Learn-Prune-Share for Lifelong Learning Zifeng Wang T. Jian Kaushik R. Chowdhury Yanzhi Wang Jennifer Dy Stratis Ioannidis KELM CLL 66 36 0 13 Dec 2020
Knowledge Capture and Replay for Continual Learning Saisubramaniam Gopalakrishnan Pranshu Ranjan Singh Haytham M. Fayek Savitha Ramasamy Arulmurugan Ambikapathi CLL 78 18 0 12 Dec 2020
Overcoming Catastrophic Forgetting in Graph Neural Networks Huihui Liu Yiding Yang Xinchao Wang 229 120 0 10 Dec 2020
Continual Adaptation of Visual Representations via Domain Randomization and Meta-learning Riccardo Volpi Diane Larlus Grégory Rogez VLM OOD CLL 71 74 0 08 Dec 2020
Few-shot Image Generation with Elastic Weight Consolidation Yijun Li Richard Y. Zhang Jingwan Lu Eli Shechtman 3DH 114 169 0 04 Dec 2020
Modifying Memories in Transformer Models Chen Zhu A. S. Rawat Manzil Zaheer Srinadh Bhojanapalli Daliang Li Felix X. Yu Sanjiv Kumar KELM 123 203 0 01 Dec 2020
Association: Remind Your GAN not to Forget Yi Gu Jie Li Yuting Gao Ruoxin Chen Chentao Wu Feiyang Cai Chao Wang Zirui Zhang CLL 39 1 0 27 Nov 2020
Motion Planning and Control for Mobile Robot Navigation Using Machine Learning: a Survey Xuesu Xiao Bo Liu Garrett A. Warnell Peter Stone 72 197 0 26 Nov 2020
A Review of Open-World Learning and Steps Toward Open-World Learning Without Labels Mohsen Jafarzadeh A. Dhamija Steve Cruz Chunchun Li T. Ahmad Terrance E. Boult VLM OffRL 82 9 0 25 Nov 2020
BinPlay: A Binary Latent Autoencoder for Generative Replay Continual Learning Kamil Deja Pawel Wawrzyñski Daniel Marczak Wojciech Masarczyk Tomasz Trzciñski SyDa 58 9 0 25 Nov 2020
Overcoming Catastrophic Forgetting via Direction-Constrained Optimization Yunfei Teng A. Choromańska Murray Campbell Songtao Lu Parikshit Ram L. Horesh CLL 77 2 0 25 Nov 2020
Lethean Attack: An Online Data Poisoning Technique Eyal Perry SILM AAML 13 1 0 24 Nov 2020
Generalized Variational Continual Learning Noel Loo S. Swaroop Richard Turner BDL CLL 93 60 0 24 Nov 2020
Energy-Based Models for Continual Learning Shuang Li Yilun Du Gido M. van de Ven Igor Mordatch 91 42 0 24 Nov 2020
PLOP: Learning without Forgetting for Continual Semantic Segmentation Arthur Douillard Yifu Chen Arnaud Dapogny Matthieu Cord CLL 76 243 0 23 Nov 2020
Learn to Bind and Grow Neural Structures Azhar Shaikh Nishant Sinha CLL 42 0 0 21 Nov 2020
Positive-Congruent Training: Towards Regression-Free Model Updates Sijie Yan Yuanjun Xiong Kaustav Kundu Shuo Yang Siqi Deng Meng Wang Wei Xia Stefano Soatto BDL 93 53 0 18 Nov 2020
Generalized Continual Zero-Shot Learning C. Gautam S. Parameswaran Ashish Mishra Suresh Sundaram BDL VLM CLL 156 11 0 17 Nov 2020
Gradient Episodic Memory with a Soft Constraint for Continual Learning Guannan Hu Wu Zhang Hu Ding Wenhao Zhu CLL 60 11 0 16 Nov 2020
Lifelong Learning Without a Task Oracle A. Rios Laurent Itti CLL 42 12 0 09 Nov 2020
Modular-Relatedness for Continual Learning Ammar Shaker Shujian Yu Francesco Alesiani KELM CLL 46 2 0 02 Nov 2020
Digital Twins: State of the Art Theory and Practice, Challenges, and Open Research Questions Angira Sharma E. Kosasih Jie M. Zhang Alexandra Brintrup Anisoara Calinescu AI4CE 45 307 0 02 Nov 2020