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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
Cognitively Inspired Learning of Incremental Drifting Concepts Mohammad Rostami Aram Galstyan CLL 69 16 0 09 Oct 2021
Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning Danruo Deng Guangyong Chen Jianye Hao Qiong Wang Pheng-Ann Heng CLL AAML 58 82 0 09 Oct 2021
Towards Lifelong Learning of Multilingual Text-To-Speech Synthesis Mu Yang Shaojin Ding Tianlong Chen Tong Wang Zhangyang Wang CLL 73 5 0 09 Oct 2021
CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability Martin Mundt Steven Braun Quentin Delfosse Kristian Kersting 75 36 0 07 Oct 2021
Towards Continual Knowledge Learning of Language Models Joel Jang Seonghyeon Ye Sohee Yang Joongbo Shin Janghoon Han Gyeonghun Kim Stanley Jungkyu Choi Minjoon Seo CLL KELM 303 161 0 07 Oct 2021
Objects in Semantic Topology Shuo Yang Pei Sun Yi Jiang Xiaobo Xia Ruiheng Zhang Zehuan Yuan Changhu Wang Ping Luo Min Xu ObjD 161 29 0 06 Oct 2021
Hypernetworks for Continual Semi-Supervised Learning Dhanajit Brahma Vinay Kumar Verma Piyush Rai BDL CLL 66 13 0 05 Oct 2021
Inexact bilevel stochastic gradient methods for constrained and unconstrained lower-level problems Tommaso Giovannelli G. Kent Luis Nunes Vicente 125 12 0 01 Oct 2021
Powerpropagation: A sparsity inducing weight reparameterisation Jonathan Richard Schwarz Siddhant M. Jayakumar Razvan Pascanu P. Latham Yee Whye Teh 194 55 0 01 Oct 2021
DualNet: Continual Learning, Fast and Slow Quang Pham Chenghao Liu Guosheng Lin CLL 147 45 0 01 Oct 2021
Towards a theory of out-of-distribution learning Jayanta Dey Ali Geisa Ronak D. Mehta Tyler M. Tomita Hayden S. Helm Haoyin Xu Eric Eaton Jeffery Dick Carey E. Priebe Joshua T. Vogelstein OOD 99 21 0 29 Sep 2021
Meta Learning on a Sequence of Imbalanced Domains with Difficulty Awareness Zhenyi Wang Tiehang Duan Le Fang Qiuling Suo Mingchen Gao 251 19 0 29 Sep 2021
Formalizing the Generalization-Forgetting Trade-off in Continual Learning Krishnan Raghavan Prasanna Balaprakash CLL 104 31 0 28 Sep 2021
Data Summarization via Bilevel Optimization Zalan Borsos Mojmír Mutný Marco Tagliasacchi Andreas Krause 95 9 0 26 Sep 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 136 77 0 23 Sep 2021
Unsupervised Continual Learning in Streaming Environments Andri Ashfahani Mahardhika Pratama 57 21 0 20 Sep 2021
AirLoop: Lifelong Loop Closure Detection Dasong Gao Chen Wang Sebastian Scherer 65 16 0 18 Sep 2021
Life-Long Multi-Task Learning of Adaptive Path Tracking Policy for Autonomous Vehicle Cheng Gong Jian-wei Gong Chao Lu Yanfeng Guo Zirui Li 123 0 0 15 Sep 2021
Complexity-aware Adaptive Training and Inference for Edge-Cloud Distributed AI Systems Yinghan Long I. Chakraborty G. Srinivasan Kaushik Roy 61 15 0 14 Sep 2021
Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers Zhuang Li Zhuang Li Gholamreza Haffari CLL 88 15 0 11 Sep 2021
Saliency Guided Experience Packing for Replay in Continual Learning Gobinda Saha Kaushik Roy VLM KELM CLL 136 23 0 10 Sep 2021
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization Alexandre Ramé Corentin Dancette Matthieu Cord OOD 146 210 0 07 Sep 2021
Complementary Calibration: Boosting General Continual Learning with Collaborative Distillation and Self-Supervision Zhong Ji Jin Li Qiang Wang Zhongfei Zhang CLL 72 19 0 03 Sep 2021
Catastrophic Interference in Reinforcement Learning: A Solution Based on Context Division and Knowledge Distillation Tiantian Zhang Xueqian Wang Bin Liang Bo Yuan OffRL 80 18 0 01 Sep 2021
Federated Reconnaissance: Efficient, Distributed, Class-Incremental Learning S. Hendryx KC DharmaRaj Bradley L. Walls Clayton T. Morrison CLL FedML 99 16 0 01 Sep 2021
Prototype-Guided Memory Replay for Continual Learning Stella Ho Ming Liu Lan Du Longxiang Gao Yong Xiang CLL 67 32 0 28 Aug 2021
Detection and Continual Learning of Novel Face Presentation Attacks Mohammad Rostami L. Spinoulas Mohamed E. Hussein Joe Mathai Wael AbdAlmageed CLL AAML 73 34 0 27 Aug 2021
Lifelong Infinite Mixture Model Based on Knowledge-Driven Dirichlet Process Fei Ye A. Bors CLL 68 18 0 25 Aug 2021
Auxiliary Task Update Decomposition: The Good, The Bad and The Neutral Lucio Dery Yann N. Dauphin David Grangier MoMe 79 29 0 25 Aug 2021
Wanderlust: Online Continual Object Detection in the Real World Jianren Wang Xin Wang Shang-Guan Yue Abhinav Gupta 93 58 0 25 Aug 2021
Principal Gradient Direction and Confidence Reservoir Sampling for Continual Learning Zhiyi Chen Tong Lin CLL 28 1 0 21 Aug 2021
Continual Learning for Image-Based Camera Localization Shuzhe Wang Zakaria Laskar Iaroslav Melekhov Xiaotian Li Arno Solin CLL 65 28 0 20 Aug 2021
Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data Zhipeng Cai Ozan Sener V. Koltun CLL 65 87 0 20 Aug 2021
An Investigation of Replay-based Approaches for Continual Learning Benedikt Bagus A. Gepperth CLL 84 35 0 15 Aug 2021
Continual Semi-Supervised Learning through Contrastive Interpolation Consistency Matteo Boschini Pietro Buzzega Lorenzo Bonicelli Angelo Porrello Simone Calderara CLL 75 41 0 14 Aug 2021
Incremental Learning for Personalized Recommender Systems Yunbo Ouyang Jun Shi Haichao Wei Huiji Gao BDL CLL OffRL 36 3 0 13 Aug 2021
Continual Neural Mapping: Learning An Implicit Scene Representation from Sequential Observations Zike Yan Yuxin Tian Xuesong Shi Ping Guo Peng Wang H. Zha CLL 71 47 0 12 Aug 2021
DEMix Layers: Disentangling Domains for Modular Language Modeling Suchin Gururangan Michael Lewis Ari Holtzman Noah A. Smith Luke Zettlemoyer KELM MoE 110 138 0 11 Aug 2021
Model architecture can transform catastrophic forgetting into positive transfer M. Ruíz-García 25 5 0 09 Aug 2021
RECALL: Replay-based Continual Learning in Semantic Segmentation Andrea Maracani Umberto Michieli Marco Toldo Pietro Zanuttigh VLM CLL 107 116 0 08 Aug 2021
An EM Framework for Online Incremental Learning of Semantic Segmentation Shipeng Yan Jiale Zhou Jiangwei Xie Songyang Zhang Xuming He CLL 64 41 0 08 Aug 2021
Learning to Transfer with von Neumann Conditional Divergence Ammar Shaker Shujian Yu Daniel Oñoro-Rubio OOD DRL 56 1 0 07 Aug 2021
Domain Generalization via Gradient Surgery Lucas Mansilla Rodrigo Echeveste Diego H. Milone Enzo Ferrante OOD 91 84 0 03 Aug 2021
Generalized Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 96 259 0 03 Aug 2021
Sequoia: A Software Framework to Unify Continual Learning Research Fabrice Normandin Florian Golemo O. Ostapenko Pau Rodríguez López Matthew D Riemer ... Dominic Zhao Timothée Lesort Laurent Charlin Irina Rish Massimo Caccia CLL 94 21 0 02 Aug 2021
Task-Specific Normalization for Continual Learning of Blind Image Quality Models Weixia Zhang Kede Ma Guangtao Zhai Xiaokang Yang VLM 105 24 0 28 Jul 2021
In Defense of the Learning Without Forgetting for Task Incremental Learning Guy Oren Lior Wolf CLL 63 16 0 26 Jul 2021
Continual Learning for Automated Audio Captioning Using The Learning Without Forgetting Approach Jan van den Berg Konstantinos Drossos CLL 73 11 0 16 Jul 2021
Algorithmic insights on continual learning from fruit flies Yang Shen S. Dasgupta Saket Navlakha 74 13 0 15 Jul 2021
AlterSGD: Finding Flat Minima for Continual Learning by Alternative Training Zhongzhan Huang Ming Liang Senwei Liang Wei He CLL ODL 71 6 0 13 Jul 2021