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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 Task Learning with Incremental Rank Updates Rakib Hyder Ken Shao Boyu Hou P. Markopoulos Ashley Prater-Bennette M. Salman Asif CLL 56 14 0 19 Jul 2022
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition Jorge Armando Mendez Mendez Eric Eaton KELM CLL 123 29 0 15 Jul 2022
Continual Learning For On-Device Environmental Sound Classification Yanghua Xiao Xubo Liu James King Arshdeep Singh Chng Eng Siong Mark D. Plumbley Wenwu Wang CLL 74 11 0 15 Jul 2022
Improving Task-free Continual Learning by Distributionally Robust Memory Evolution Zhenyi Wang Li Shen Le Fang Qiuling Suo Tiehang Duan Mingchen Gao OOD 96 43 0 15 Jul 2022
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network Guimei Cao Zhanzhan Cheng Yunlu Xu Duo Li Shiliang Pu Yi Niu Leilei Gan CLL 77 2 0 14 Jul 2022
CoSCL: Cooperation of Small Continual Learners is Stronger than a Big One Liyuan Wang Xingxing Zhang Qian Li Jun Zhu Yi Zhong CLL 81 49 0 13 Jul 2022
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach Prashant Shivaram Bhat Bahram Zonooz Elahe Arani SSL CLL 66 14 0 13 Jul 2022
Contrastive Learning for Online Semi-Supervised General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL SSL 55 6 0 12 Jul 2022
Susceptibility of Continual Learning Against Adversarial Attacks Hikmat Khan Pir Masoom Shah Syed Farhan Alam Zaidi S. M. Fakhrul Islam Qasim Zia AAML 99 9 0 11 Jul 2022
Consistency is the key to further mitigating catastrophic forgetting in continual learning Prashant Shivaram Bhat Bahram Zonooz Elahe Arani CLL 63 17 0 11 Jul 2022
Online Continual Learning of End-to-End Speech Recognition Models Muqiao Yang Ian Lane Shinji Watanabe CLL 62 25 0 11 Jul 2022
Memory Population in Continual Learning via Outlier Elimination J. Hurtado Alain Raymond-Sáez Vladimir Araujo Vincenzo Lomonaco Alvaro Soto D. Bacciu 74 9 0 04 Jul 2022
Modular Lifelong Reinforcement Learning via Neural Composition Jorge Armando Mendez Mendez H. V. Seijen Eric Eaton OffRL KELM CLL 141 41 0 01 Jul 2022
Continual Learning with Transformers for Image Classification Beyza Ermis Giovanni Zappella Martin Wistuba Aditya Rawal Cédric Archambeau CLL 83 22 0 28 Jun 2022
SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries Meghna Gummadi Cassandra Kent Jorge Armando Mendez Mendez Eric Eaton CLL 83 11 0 28 Jun 2022
Continual Learning of Dynamical Systems with Competitive Federated Reservoir Computing Leonard Bereska E. Gavves 64 6 0 27 Jun 2022
Sample Condensation in Online Continual Learning Mattia Sangermano Antonio Carta Andrea Cossu D. Bacciu DD 81 44 0 23 Jun 2022
How Robust is Unsupervised Representation Learning to Distribution Shift? Yuge Shi Imant Daunhawer Julia E. Vogt Philip Torr Amartya Sanyal OOD 109 28 0 17 Jun 2022
Switchable Representation Learning Framework with Self-compatibility Shengsen Wu Yan Bai Yihang Lou Xiongkun Linghu Jianzhong He Ling-yu Duan 109 1 0 16 Jun 2022
Continual Learning with Guarantees via Weight Interval Constraints Maciej Wołczyk Karol J. Piczak Bartosz Wójcik Lukasz Pustelnik P. Morawiecki Jacek Tabor Tomasz Trzciñski Przemysław Spurek 92 9 0 16 Jun 2022
Learning towards Synchronous Network Memorizability and Generalizability for Continual Segmentation across Multiple Sites Jingyang Zhang Peng Xue Ran Gu Yuning Gu Mianxin Liu Yongsheng Pan Zhiming Cui Jiawei Huang Lei Ma Dinggang Shen CLL 82 8 0 14 Jun 2022
Memory-Based Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Christopher D. Manning Chelsea Finn KELM 116 362 0 13 Jun 2022
SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning F. Sarfraz Elahe Arani Bahram Zonooz CLL 75 14 0 08 Jun 2022
A Study of Continual Learning Methods for Q-Learning Benedikt Bagus A. Gepperth CLL OffRL 98 4 0 08 Jun 2022
Group privacy for personalized federated learning Filippo Galli Sayan Biswas Kangsoo Jung Tommaso Cucinotta C. Palamidessi FedML 77 12 0 07 Jun 2022
Remember the Past: Distilling Datasets into Addressable Memories for Neural Networks Zhiwei Deng Olga Russakovsky FedML DD 107 96 0 06 Jun 2022
Effects of Auxiliary Knowledge on Continual Learning Giovanni Bellitto M. Pennisi S. Palazzo Lorenzo Bonicelli Matteo Boschini Simone Calderara C. Spampinato CLL 69 6 0 03 Jun 2022
Transfer without Forgetting Matteo Boschini Lorenzo Bonicelli Angelo Porrello Giovanni Bellitto M. Pennisi S. Palazzo C. Spampinato Simone Calderara CLL 100 51 0 01 Jun 2022
Label-Efficient Online Continual Object Detection in Streaming Video Jay Zhangjie Wu David Junhao Zhang Wynne Hsu Mengmi Zhang Mike Zheng Shou CLL 51 16 0 01 Jun 2022
Continual Object Detection: A review of definitions, strategies, and challenges Angelo G. Menezes Gustavo de Moura Cézanne Alves André C. P. L. F. de Carvalho ObjD 113 53 0 30 May 2022
Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming Challenges Massimo Caccia Jonas W. Mueller Taesup Kim Laurent Charlin Rasool Fakoor CLL 116 9 0 28 May 2022
Continual evaluation for lifelong learning: Identifying the stability gap Matthias De Lange Gido M. van de Ven Tinne Tuytelaars CLL 167 42 0 26 May 2022
Feature Forgetting in Continual Representation Learning Xiao Zhang Dejing Dou Ji Wu CLL 52 7 0 26 May 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning Da-Wei Zhou Qiwen Wang Han-Jia Ye De-Chuan Zhan 80 140 0 26 May 2022
Enhancing Continual Learning with Global Prototypes: Counteracting Negative Representation Drift Xueying Bai Jinghuan Shang Yifan Sun Niranjan Balasubramanian CLL 71 1 0 24 May 2022
Rethinking Task-Incremental Learning Baselines Md. Rejwanul Hossain P. Saha T. Chowdhury Shafin Rahman Fuad Rahman Nabeel Mohammed CLL 67 5 0 23 May 2022
Cross-lingual Lifelong Learning Meryem M'hamdi Xiang Ren Jonathan May CLL 103 9 0 23 May 2022
KRNet: Towards Efficient Knowledge Replay Yingying Zhang Qiaoyong Zhong Di Xie Shi Pu CLL 35 0 0 23 May 2022
Memory-efficient Reinforcement Learning with Value-based Knowledge Consolidation Qingfeng Lan Yangchen Pan Jun Luo A. R. Mahmood OffRL 113 8 0 22 May 2022
A Dirichlet Process Mixture of Robust Task Models for Scalable Lifelong Reinforcement Learning Zhi Wang Chunlin Chen D. Dong BDL CLL 39 16 0 22 May 2022
E2FL: Equal and Equitable Federated Learning Hamid Mozaffari Amir Houmansadr FedML 90 10 0 20 May 2022
Incremental Learning with Differentiable Architecture and Forgetting Search James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 90 4 0 19 May 2022
How catastrophic can catastrophic forgetting be in linear regression? Itay Evron E. Moroshko Rachel A. Ward Nati Srebro Daniel Soudry CLL 81 54 0 19 May 2022
Continual Pre-Training Mitigates Forgetting in Language and Vision Andrea Cossu Tinne Tuytelaars Antonio Carta Lucia C. Passaro Vincenzo Lomonaco D. Bacciu KELM VLM CLL 83 72 0 19 May 2022
Learning Representations for New Sound Classes With Continual Self-Supervised Learning Zhepei Wang Cem Subakan Xilin Jiang Junkai Wu Efthymios Tzinis Mirco Ravanelli Paris Smaragdis CLL SSL 123 19 0 15 May 2022
A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials Chuqiao Li Zhiwu Huang D. Paudel Yabin Wang Mohamad Shahbazi Xiaopeng Hong Luc Van Gool 116 50 0 11 May 2022
Forget Less, Count Better: A Domain-Incremental Self-Distillation Learning Benchmark for Lifelong Crowd Counting Jiaqi Gao Jingqi Li Hongming Shan Yanyun Qu Jianmin Wang Fei-Yue Wang Junping Zhang 97 21 0 06 May 2022
Meta Learning for Natural Language Processing: A Survey Hung-yi Lee Shang-Wen Li Ngoc Thang Vu 100 45 0 03 May 2022
Continual Learning with Foundation Models: An Empirical Study of Latent Replay O. Ostapenko Timothée Lesort P. Rodríguez Md Rifat Arefin Arthur Douillard Irina Rish Laurent Charlin 100 53 0 30 Apr 2022
Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor Yang Yang Z. Cui Junjie Xu Changhong Zhong Weishi Zheng Ruixuan Wang MedIm BDL OOD 57 36 0 28 Apr 2022