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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
IB-DRR: Incremental Learning with Information-Back Discrete Representation Replay Jian Jiang Edoardo Cetin Oya Celiktutan 51 9 0 21 Apr 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 96 60 0 20 Apr 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Saurav Jha Martin Schiemer F. Zambonelli Juan Ye 60 51 0 19 Apr 2021
Continual Learning with Fully Probabilistic Models Benedikt Pfülb A. Gepperth Benedikt Bagus BDL 56 8 0 19 Apr 2021
Overcoming Catastrophic Forgetting with Gaussian Mixture Replay Benedikt Pfülb A. Gepperth VLM BDL 45 13 0 19 Apr 2021
Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning Xisen Jin Bill Yuchen Lin Mohammad Rostami Xiang Ren BDL CLL 86 42 0 18 Apr 2021
Dynamically Addressing Unseen Rumor via Continual Learning Nayeon Lee Andrea Madotto Yejin Bang Pascale Fung 64 2 0 18 Apr 2021
On Learning the Geodesic Path for Incremental Learning Christian Simon Piotr Koniusz Mehrtash Harandi CLL 81 122 0 17 Apr 2021
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion Jiapeng Wu Yishi Xu Yingxue Zhang Chen Ma Mark Coates Jackie C.K. Cheung CLL 72 22 0 17 Apr 2021
Rehearsal revealed: The limits and merits of revisiting samples in continual learning Eli Verwimp Matthias De Lange Tinne Tuytelaars CLL 59 108 0 15 Apr 2021
Unsupervised Continual Learning Via Pseudo Labels Jiangpeng He Feng Zhu SSL CLL 44 25 0 14 Apr 2021
Continual Learning for Text Classification with Information Disentanglement Based Regularization Yufan Huang Yanzhe Zhang Jiaao Chen Xuezhi Wang Diyi Yang CLL 68 113 0 12 Apr 2021
New Insights on Reducing Abrupt Representation Change in Online Continual Learning Lucas Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 134 201 0 11 Apr 2021
Unsupervised Class-Incremental Learning Through Confusion Shivam Khare Kun Cao James M. Rehg SSL CLL 79 6 0 09 Apr 2021
Tuned Compositional Feature Replays for Efficient Stream Learning Morgan B. Talbot Rushikesh Zawar Rohil Badkundri Mengmi Zhang Gabriel Kreiman CLL 166 2 0 06 Apr 2021
Towards Lifelong Learning of End-to-end ASR Heng-Jui Chang Hung-yi Lee Lin-Shan Lee KELM CLL 94 34 0 04 Apr 2021
Class-incremental Learning using a Sequence of Partial Implicitly Regularized Classifiers Sobirdzhon Bobiev Adil Khan S. M. Ahsan Kazmi CLL 19 0 0 04 Apr 2021
Replay in Deep Learning: Current Approaches and Missing Biological Elements Tyler L. Hayes G. Krishnan M. Bazhenov H. Siegelmann T. Sejnowski Christopher Kanan CLL 77 132 0 01 Apr 2021
Avalanche: an End-to-End Library for Continual Learning Vincenzo Lomonaco Lorenzo Pellegrini Andrea Cossu Antonio Carta G. Graffieti ... Christopher Kanan Joost van de Weijer Tinne Tuytelaars D. Bacciu Davide Maltoni BDL AI4TS 115 187 0 01 Apr 2021
Rainbow Memory: Continual Learning with a Memory of Diverse Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha Jonghyun Choi CLL 124 346 0 31 Mar 2021
Distilled Replay: Overcoming Forgetting through Synthetic Samples Andrea Rosasco Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu DD 75 49 0 29 Mar 2021
Self-Supervised Training Enhances Online Continual Learning Jhair Gallardo Tyler L. Hayes Christopher Kanan CLL 101 68 0 25 Mar 2021
Efficient Feature Transformations for Discriminative and Generative Continual Learning Vinay Kumar Verma Kevin J. Liang Nikhil Mehta Piyush Rai Lawrence Carin CLL 106 78 0 25 Mar 2021
Gradient Regularized Contrastive Learning for Continual Domain Adaptation Shixiang Tang Peng Su Peng Gao Ni Zhao CLL 71 67 0 23 Mar 2021
ZS-IL: Looking Back on Learned Experiences For Zero-Shot Incremental Learning Mozhgan Pourkeshavarz Mohammad Sabokrou CLL VLM 33 0 0 22 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 99 188 0 22 Mar 2021
Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification Antonio Carta Andrea Cossu Federico Errica D. Bacciu GNN 81 14 0 22 Mar 2021
AdaptSum: Towards Low-Resource Domain Adaptation for Abstractive Summarization Tiezheng Yu Zihan Liu Pascale Fung CLL 107 81 0 21 Mar 2021
Online Lifelong Generalized Zero-Shot Learning C. Gautam S. Parameswaran Ashish Mishra Suresh Sundaram CLL 107 9 0 19 Mar 2021
Gradient Projection Memory for Continual Learning Gobinda Saha Isha Garg Kaushik Roy VLM CLL 89 292 0 17 Mar 2021
Towards Fair Affective Robotics: Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition Ozgur Kara Nikhil Churamani Hatice Gunes 29 12 0 15 Mar 2021
Continual Learning for Recurrent Neural Networks: an Empirical Evaluation Andrea Cossu Antonio Carta Vincenzo Lomonaco D. Bacciu CLL 104 111 0 12 Mar 2021
Training Networks in Null Space of Feature Covariance for Continual Learning Shipeng Wang Xiaorong Li Jian Sun Zongben Xu CLL 101 144 0 12 Mar 2021
Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution Xavier Garcia Noah Constant Ankur P. Parikh Orhan Firat 140 46 0 11 Mar 2021
Learning to Continually Learn Rapidly from Few and Noisy Data N. Kuo Mehrtash Harandi Nicolas Fourrier Christian J. Walder Gabriela Ferraro H. Suominen CLL KELM 31 4 0 06 Mar 2021
CAM-GAN: Continual Adaptation Modules for Generative Adversarial Networks Sakshi Varshney Vinay Kumar Verma K. SrijithP. Lawrence Carin Piyush Rai GAN CLL 69 21 0 06 Mar 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 85 20 0 06 Mar 2021
Continuous Coordination As a Realistic Scenario for Lifelong Learning Hadi Nekoei Akilesh Badrinaaraayanan Aaron Courville Sarath Chandar CLL OffRL 84 41 0 04 Mar 2021
RotoGrad: Gradient Homogenization in Multitask Learning Adrián Javaloy Isabel Valera 106 89 0 03 Mar 2021
Towards Open World Object Detection K. J. Joseph Salman Khan Fahad Shahbaz Khan V. Balasubramanian ObjD 107 463 0 03 Mar 2021
Gradual Fine-Tuning for Low-Resource Domain Adaptation Haoran Xu Seth Ebner M. Yarmohammadi A. White Benjamin Van Durme Kenton W. Murray CLL 82 39 0 03 Mar 2021
Cross-Gradient Aggregation for Decentralized Learning from Non-IID data Yasaman Esfandiari Sin Yong Tan Zhanhong Jiang Aditya Balu Ethan Herron Chinmay Hegde Soumik Sarkar OOD 157 52 0 02 Mar 2021
Few-Shot Lifelong Learning Pratik Mazumder Pravendra Singh Piyush Rai CLL 80 122 0 01 Mar 2021
Lifelong Learning based Disease Diagnosis on Clinical Notes Zifeng Wang Yifan Yang Rui Wen Xi Chen Shao-Lun Huang Yefeng Zheng CLL 68 5 0 27 Feb 2021
Improved Regret Bound and Experience Replay in Regularized Policy Iteration N. Lazić Dong Yin Yasin Abbasi-Yadkori Csaba Szepesvári OffRL 60 18 0 25 Feb 2021
Meta-Learned Attribute Self-Gating for Continual Generalized Zero-Shot Learning Vinay Kumar Verma Kevin J. Liang Nikhil Mehta Lawrence Carin CLL VLM 95 5 0 23 Feb 2021
Continual Learning for Blind Image Quality Assessment Weixia Zhang Dingquan Li Chao Ma Guangtao Zhai Xiaokang Yang Kede Ma VLM 90 90 0 19 Feb 2021
Adversarial Targeted Forgetting in Regularization and Generative Based Continual Learning Models Muhammad Umer R. Polikar AAML 63 14 0 16 Feb 2021
Embracing Domain Differences in Fake News: Cross-domain Fake News Detection using Multi-modal Data Amila Silva Ling Luo S. Karunasekera C. Leckie 134 129 0 11 Feb 2021
Continuum: Simple Management of Complex Continual Learning Scenarios Arthur Douillard Timothée Lesort 70 38 0 11 Feb 2021