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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
Learning to Prompt for Continual Learning Zifeng Wang Zizhao Zhang Chen-Yu Lee Han Zhang Ruoxi Sun Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VPVLM KELM VLM 107 799 0 16 Dec 2021
Object Pursuit: Building a Space of Objects via Discriminative Weight Generation Chuanyu Pan Yanchao Yang Kaichun Mo Yueqi Duan Leonidas Guibas OCL 41 1 0 15 Dec 2021
Improving Vision Transformers for Incremental Learning Pei Yu Yinpeng Chen Ying Jin Zicheng Liu CLL ViT 125 16 0 12 Dec 2021
FedSoft: Soft Clustered Federated Learning with Proximal Local Updating Yichen Ruan Carlee Joe-Wong FedML 115 97 0 11 Dec 2021
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning Yujun Shi Kuangqi Zhou Jian Liang Zihang Jiang Jiashi Feng Philip Torr Song Bai Vincent Y. F. Tan CLL 110 65 0 09 Dec 2021
Self-Supervised Models are Continual Learners Enrico Fini Victor G. Turrisi da Costa Xavier Alameda-Pineda Elisa Ricci Alahari Karteek Julien Mairal BDL CLL SSL 116 168 0 08 Dec 2021
Is Class-Incremental Enough for Continual Learning? Andrea Cossu G. Graffieti Lorenzo Pellegrini Davide Maltoni D. Bacciu Antonio Carta Vincenzo Lomonaco CLL 96 30 0 06 Dec 2021
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks Zixuan Ke Hu Xu Bing-Quan Liu CLL 304 85 0 06 Dec 2021
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks Zixuan Ke Bing-Quan Liu Hu Xu Lei Shu CLL 75 58 0 05 Dec 2021
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Zixuan Ke Bing-Quan Liu Nianzu Ma Hu Xu Lei Shu CLL 219 127 0 05 Dec 2021
Overcome Anterograde Forgetting with Cycled Memory Networks Jian Peng Dingqi. Ye Bo Tang Yinjie Lei Yu Liu Haifeng Li KELM CLL 119 1 0 04 Dec 2021
Contrastive Continual Learning with Feature Propagation Xuejun Han Yuhong Guo CLL 78 4 0 03 Dec 2021
Learning Curves for Continual Learning in Neural Networks: Self-Knowledge Transfer and Forgetting Ryo Karakida S. Akaho CLL 100 13 0 03 Dec 2021
Hierarchical Prototype Networks for Continual Graph Representation Learning Xikun Zhang Dongjin Song Dacheng Tao CLL 75 37 0 30 Nov 2021
Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics Matthias Perkonigg J. Hofmanninger Christian Herold H. Prosch Georg Langs OOD 49 6 0 25 Nov 2021
Reviewing continual learning from the perspective of human-level intelligence Yifan Chang Wenbo Li Jian Peng Bo Tang Yuzhi Kang Yinjie Lei Yuanmiao Gui Qing Zhu Yu Liu Haifeng Li 108 4 0 23 Nov 2021
FFNB: Forgetting-Free Neural Blocks for Deep Continual Visual Learning H. Sahbi Haoming Zhan AI4CE 47 2 0 22 Nov 2021
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 149 314 0 22 Nov 2021
Defeating Catastrophic Forgetting via Enhanced Orthogonal Weights Modification Yanni Li Bing Liu Kaicheng Yao Xiaoli Kou Pengfan Lv Yueshen Xu J. Cui CLL 84 0 0 19 Nov 2021
GCR: Gradient Coreset Based Replay Buffer Selection For Continual Learning Rishabh Tiwari Krishnateja Killamsetty Rishabh K. Iyer Pradeep Shenoy BDL CLL 75 140 0 18 Nov 2021
Unsupervised Online Learning for Robotic Interestingness with Visual Memory Chen Wang Yuheng Qiu Wenshan Wang Yafei Hu Seungchan Kim Sebastian Scherer OffRL 68 14 0 18 Nov 2021
Target Layer Regularization for Continual Learning Using Cramer-Wold Generator Marcin Mazur Lukasz Pustelnik Szymon Knop Patryk Pagacz Przemysław Spurek 55 2 0 15 Nov 2021
Continual Learning via Local Module Composition O. Ostapenko Pau Rodríguez López Massimo Caccia Laurent Charlin KELM CLL 119 67 0 15 Nov 2021
CoReS: Compatible Representations via Stationarity Niccoló Biondi F. Pernici Matteo Bruni A. Bimbo OOD 63 9 0 15 Nov 2021
Lifelong Vehicle Trajectory Prediction Framework Based on Generative Replay Peng Bao Zonghai Chen Ji-kai Wang Deyun Dai Hao Zhao 70 9 0 15 Nov 2021
Kronecker Factorization for Preventing Catastrophic Forgetting in Large-scale Medical Entity Linking Denis Jered McInerney Luyang Kong Kristjan Arumae Byron C. Wallace Parminder Bhatia CLL 43 1 0 11 Nov 2021
Incremental Meta-Learning via Episodic Replay Distillation for Few-Shot Image Recognition Kai Wang Xialei Liu Andrew D. Bagdanov Luis Herranz Shang Rui Joost van de Weijer CLL VLM 93 9 0 09 Nov 2021
TaskDrop: A Competitive Baseline for Continual Learning of Sentiment Classification Jianping Mei Yilun Zheng Qianwei Zhou Rui Yan VLM CLL 115 6 0 05 Nov 2021
A Unified Approach to Coreset Learning Alaa Maalouf Gilad Eini Ben Mussay Dan Feldman Margarita Osadchy DD 75 18 0 04 Nov 2021
Towards an Understanding of Default Policies in Multitask Policy Optimization Theodore H. Moskovitz Michael Arbel Jack Parker-Holder Aldo Pacchiano 70 10 0 04 Nov 2021
Online Continual Learning via Multiple Deep Metric Learning and Uncertainty-guided Episodic Memory Replay -- 3rd Place Solution for ICCV 2021 Workshop SSLAD Track 3A Continual Object Classification Muhammad Rifki Kurniawan Xing Wei Yihong Gong CLL 24 1 0 04 Nov 2021
Learning where to learn: Gradient sparsity in meta and continual learning J. Oswald Dominic Zhao Seijin Kobayashi Simon Schug Massimo Caccia Nicolas Zucchet João Sacramento CLL 75 48 0 27 Oct 2021
Exploring System Performance of Continual Learning for Mobile and Embedded Sensing Applications Young D. Kwon Jagmohan Chauhan Abhishek Kumar Pan Hui Cecilia Mascolo CLL HAI 66 33 0 25 Oct 2021
Mixture-of-Variational-Experts for Continual Learning Y. Yin Yu Wang CLL FedML 59 6 0 25 Oct 2021
AFEC: Active Forgetting of Negative Transfer in Continual Learning John Giorgi Mingtian Zhang Zhongfan Jia Qian Li Chenglong Bao Kaisheng Ma Jun Zhu Yi Zhong CLL 85 85 0 23 Oct 2021
Wide Neural Networks Forget Less Catastrophically Seyed Iman Mirzadeh Arslan Chaudhry Dong Yin Huiyi Hu Razvan Pascanu Dilan Görür Mehrdad Farajtabar CLL 86 68 0 21 Oct 2021
Center Loss Regularization for Continual Learning Kaustubh Olpadkar Ekta Gavas CLL 94 1 0 21 Oct 2021
CORA: Benchmarks, Baselines, and Metrics as a Platform for Continual Reinforcement Learning Agents Sam Powers Eliot Xing Eric Kolve Roozbeh Mottaghi Abhinav Gupta OffRL 105 41 0 19 Oct 2021
Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference Hyun-woo Koh Dahyun Kim Jung-Woo Ha Jonghyun Choi CLL 65 69 0 19 Oct 2021
Online Continual Learning Via Candidates Voting Jiangpeng He Fengqing Zhu CLL 78 19 0 17 Oct 2021
Reminding the Incremental Language Model via Data-Free Self-Distillation Han Wang Ruiliu Fu Chengzhang Li Xuejun Zhang Jun Zhou Yonghong Yan CLL 117 3 0 17 Oct 2021
Towards Better Plasticity-Stability Trade-off in Incremental Learning: A Simple Linear Connector Guoliang Lin Hanlu Chu Hanjiang Lai MoMe CLL 92 50 0 15 Oct 2021
Continual Learning on Noisy Data Streams via Self-Purified Replay C. Kim Jinseo Jeong Sang-chul Moon Gunhee Kim CLL 117 43 0 14 Oct 2021
LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5 Chengwei Qin Shafiq Joty CLL 216 104 0 14 Oct 2021
Carousel Memory: Rethinking the Design of Episodic Memory for Continual Learning Soobee Lee Minindu Weerakoon Jonghyun Choi Minjia Zhang Di Wang Myeongjae Jeon 48 2 0 14 Oct 2021
Continual learning using lattice-free MMI for speech recognition Hossein Hadian Arsenii Gorin CLL 47 1 0 13 Oct 2021
Block Contextual MDPs for Continual Learning Shagun Sodhani Franziska Meier Joelle Pineau Amy Zhang CLL 114 27 0 13 Oct 2021
Gated Information Bottleneck for Generalization in Sequential Environments Francesco Alesiani Shujian Yu Xi Yu OOD AAML 58 13 0 12 Oct 2021
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy CLL 94 8 0 11 Oct 2021
Continual Learning with Differential Privacy Pradnya Desai Phung Lai Nhathai Phan My T. Thai 50 8 0 11 Oct 2021