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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
Robust Continual Learning through a Comprehensively Progressive Bayesian Neural Network Guo Yang C. Wong Savitha Ramasamy CLL 105 3 0 27 Feb 2022
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation Zhuang Li Zhuang Li Xingliang Yuan Tongtong Wu Tianyang Zhan Gholamreza Haffari CoGe UD DRL 107 4 0 27 Feb 2022
Learning Fast and Slow for Online Time Series Forecasting Quang Pham Chenghao Liu Doyen Sahoo Guosheng Lin TTA AI4TS 71 35 0 23 Feb 2022
Increasing Depth of Neural Networks for Life-long Learning Jkedrzej Kozal Michal Wo'zniak CLL 55 8 0 22 Feb 2022
Explicit Regularization via Regularizer Mirror Descent Navid Azizan Sahin Lale B. Hassibi 34 4 0 22 Feb 2022
Graph Lifelong Learning: A Survey F. Febrinanto Xiwei Xu Kristen Moore Chandra Thapa Charu C. Aggarwal CLL AI4CE 120 53 0 22 Feb 2022
Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning Dong Gong Qingsen Yan Yuhang Liu Anton Van Den Hengel Javen Qinfeng Shi CLL BDL 89 40 0 21 Feb 2022
BERT WEAVER: Using WEight AVERaging to enable lifelong learning for transformer-based models in biomedical semantic search engines Lisa Langnickel Alexander Schulz Barbara Hammer Juliane Fluck CLL MedIm 65 3 0 21 Feb 2022
Diagnosing Batch Normalization in Class Incremental Learning Minghao Zhou Quanziang Wang Jun Shu Qian Zhao Deyu Meng CLL 79 6 0 16 Feb 2022
Design of Explainability Module with Experts in the Loop for Visualization and Dynamic Adjustment of Continual Learning Yujiang He Zhixin Huang Bernhard Sick AAML 27 2 0 14 Feb 2022
Continual Learning with Invertible Generative Models Jary Pomponi Simone Scardapane A. Uncini BDL 96 4 0 11 Feb 2022
Exemplar-free Online Continual Learning Jiangpeng He Fengqing Zhu CLL 88 20 0 11 Feb 2022
False Memory Formation in Continual Learners Through Imperceptible Backdoor Trigger Muhammad Umer R. Polikar AAML 42 6 0 09 Feb 2022
TimeLMs: Diachronic Language Models from Twitter Daniel Loureiro Francesco Barbieri Leonardo Neves Luis Espinosa Anke Jose Camacho-Collados 121 266 0 08 Feb 2022
TRGP: Trust Region Gradient Projection for Continual Learning Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 140 81 0 07 Feb 2022
Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System Elahe Arani F. Sarfraz Bahram Zonooz CLL 175 137 0 29 Jan 2022
Progressive Continual Learning for Spoken Keyword Spotting Yizheng Huang Nana Hou Nancy F. Chen CLL 102 16 0 29 Jan 2022
Continual Learning with Recursive Gradient Optimization Hao Liu Huaping Liu VLM CLL 154 38 0 29 Jan 2022
PaRT: Parallel Learning Towards Robust and Transparent AI Mahsa Paknezhad Hamsawardhini Rengarajan Chenghao Yuan Sujanya Suresh Manas Gupta Savitha Ramasamy Hwee Kuan Lee OOD 73 1 0 24 Jan 2022
vCLIMB: A Novel Video Class Incremental Learning Benchmark Andrés Villa Kumail Alhamoud Juan Carlos León Alcázar Fabian Caba Heilbron Victor Escorcia Guohao Li CLL 149 33 0 23 Jan 2022
Learning to Predict Gradients for Semi-Supervised Continual Learning Yan Luo Yongkang Wong Mohan S. Kankanhalli Qi Zhao SSL CLL 68 8 0 23 Jan 2022
Learning to Minimize the Remainder in Supervised Learning Yan Luo Yongkang Wong Mohan S. Kankanhalli Qi Zhao 97 1 0 23 Jan 2022
Online Deep Learning based on Auto-Encoder Siyun Zhang Jian Liu Xin Zuo Run-kun Lu Siming Lian 76 6 0 19 Jan 2022
Continual Learning for CTR Prediction: A Hybrid Approach Ke Hu Yi Qi Jianqiang Huang Jia Cheng Jun Lei 50 6 0 18 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 201 93 0 17 Jan 2022
Technical Report for ICCV 2021 Challenge SSLAD-Track3B: Transformers Are Better Continual Learners Duo Li Guimei Cao Yunlu Xu Zhanzhan Cheng Yi Niu CLL 89 21 0 13 Jan 2022
An Incremental Learning Approach to Automatically Recognize Pulmonary Diseases from the Multi-vendor Chest Radiographs Mehreen Sirshar Taimur Hassan M. Akram S. Khan 64 34 0 07 Jan 2022
A Novel Incremental Learning Driven Instance Segmentation Framework to Recognize Highly Cluttered Instances of the Contraband Items Taimur Hassan S. Akçay Bennamoun Salman Khan Naoufel Werghi 72 26 0 07 Jan 2022
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Wenju Sun Qingyong Li Jing Zhang Danyu Wang Wen Wang Yangli-ao Geng BDL 85 3 0 05 Jan 2022
Hyperparameter-free Continuous Learning for Domain Classification in Natural Language Understanding Ting Hua Yilin Shen Changsheng Zhao Yen-Chang Hsu Hongxia Jin 81 5 0 05 Jan 2022
Self-directed Machine Learning Wenwu Zhu Xin Eric Wang P. Xie 67 6 0 04 Jan 2022
Class-Incremental Continual Learning into the eXtended DER-verse Matteo Boschini Lorenzo Bonicelli Pietro Buzzega Angelo Porrello Simone Calderara CLL BDL 109 142 0 03 Jan 2022
Relational Experience Replay: Continual Learning by Adaptively Tuning Task-wise Relationship Quanziang Wang Renzhen Wang Yuexiang Li Dong Wei Kai Ma Yefeng Zheng Deyu Meng CLL 102 9 0 31 Dec 2021
FRIDA -- Generative Feature Replay for Incremental Domain Adaptation Sayan Rakshit Anwesh Mohanty Ruchika Chavhan Biplab Banerjee Gemma Roig S. Chaudhuri CLL 45 11 0 28 Dec 2021
Generative Kernel Continual learning Mohammad Mahdi Derakhshani Xiantong Zhen Ling Shao Cees G. M. Snoek BDL VLM 45 0 0 26 Dec 2021
Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data Hamed Hemati Marco Schreyer Damian Borth 70 10 0 25 Dec 2021
Domain-Aware Continual Zero-Shot Learning Kai Yi Paul Janson Wenxuan Zhang Mohamed Elhoseiny 122 4 0 24 Dec 2021
Graph Few-shot Class-incremental Learning Zhen Tan Kaize Ding Ruocheng Guo Huan Liu CLL GNN 84 60 0 23 Dec 2021
PyCIL: A Python Toolbox for Class-Incremental Learning Da-Wei Zhou Fu Lee Wang Han-Jia Ye De-Chuan Zhan CLL 119 98 0 23 Dec 2021
DILF-EN framework for Class-Incremental Learning M. A. Karim Indu Joshi Pratik Mazumder Pravendra Singh CLL 48 1 0 23 Dec 2021
Continual learning of longitudinal health records Jacob Armstrong David Clifton CLL KELM 64 15 0 22 Dec 2021
Few-Shot Object Detection: A Comprehensive Survey Mona Köhler M. Eisenbach H. Groß ObjD 94 67 0 22 Dec 2021
How Should Pre-Trained Language Models Be Fine-Tuned Towards Adversarial Robustness? Xinhsuai Dong Anh Tuan Luu Min Lin Shuicheng Yan Hanwang Zhang SILM AAML 71 62 0 22 Dec 2021
Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced Classes and New Classes Lukas Galke Iacopo Vagliano Benedikt Franke Tobias Zielke Marcel Hoffmann A. Scherp CLL 89 14 0 20 Dec 2021
Continual Learning with Knowledge Transfer for Sentiment Classification Zixuan Ke Bing-Quan Liu Hao Wang Lei Shu CLL 95 31 0 18 Dec 2021
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks Zixuan Ke Bing-Quan Liu Xingchang Huang CLL 71 125 0 18 Dec 2021
An Autonomous Self-Incremental Learning Approach for Detection of Cyber Attacks on Unmanned Aerial Vehicles (UAVs) Yasir Ali Farrukh Irfan Khan AAML 116 0 0 18 Dec 2021
Continual Learning for Monolingual End-to-End Automatic Speech Recognition Steven Vander Eeckt Hugo Van hamme CLL 112 17 0 17 Dec 2021
Effective prevention of semantic drift as angular distance in memory-less continual deep neural networks Khouloud Saadi Muhammad Taimoor Khan CLL 33 0 0 16 Dec 2021
An Empirical Investigation of the Role of Pre-training in Lifelong Learning Sanket Vaibhav Mehta Darshan Patil Sarath Chandar Emma Strubell CLL 151 145 0 16 Dec 2021