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Gradient Episodic Memory for Continual Learning
v1v2v3v4v5v6 (latest)

Gradient Episodic Memory for Continual Learning

26 June 2017
David Lopez-Paz
MarcÁurelio Ranzato
    VLMCLL
ArXiv (abs)PDFHTML

Papers citing "Gradient Episodic Memory for Continual Learning"

50 / 1,594 papers shown
Title
Robust Continual Learning through a Comprehensively Progressive Bayesian
  Neural Network
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
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
CoGeUDDRL
107
4
0
27 Feb 2022
Learning Fast and Slow for Online Time Series Forecasting
Learning Fast and Slow for Online Time Series Forecasting
Quang Pham
Chenghao Liu
Doyen Sahoo
Guosheng Lin
TTAAI4TS
71
35
0
23 Feb 2022
Increasing Depth of Neural Networks for Life-long Learning
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
Explicit Regularization via Regularizer Mirror Descent
Navid Azizan
Sahin Lale
B. Hassibi
34
4
0
22 Feb 2022
Graph Lifelong Learning: A Survey
Graph Lifelong Learning: A Survey
F. Febrinanto
Xiwei Xu
Kristen Moore
Chandra Thapa
Charu C. Aggarwal
CLLAI4CE
120
53
0
22 Feb 2022
Learning Bayesian Sparse Networks with Full Experience Replay for
  Continual Learning
Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning
Dong Gong
Qingsen Yan
Yuhang Liu
Anton Van Den Hengel
Javen Qinfeng Shi
CLLBDL
89
40
0
21 Feb 2022
BERT WEAVER: Using WEight AVERaging to enable lifelong learning for
  transformer-based models in biomedical semantic search engines
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
CLLMedIm
65
3
0
21 Feb 2022
Diagnosing Batch Normalization in Class Incremental Learning
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
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
Continual Learning with Invertible Generative Models
Jary Pomponi
Simone Scardapane
A. Uncini
BDL
96
4
0
11 Feb 2022
Exemplar-free Online Continual Learning
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
False Memory Formation in Continual Learners Through Imperceptible Backdoor Trigger
Muhammad Umer
R. Polikar
AAML
29
6
0
09 Feb 2022
TimeLMs: Diachronic Language Models from Twitter
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
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
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
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
Continual Learning with Recursive Gradient Optimization
Hao Liu
Huaping Liu
VLMCLL
154
38
0
29 Jan 2022
PaRT: Parallel Learning Towards Robust and Transparent AI
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
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
Learning to Predict Gradients for Semi-Supervised Continual Learning
Yan Luo
Yongkang Wong
Mohan S. Kankanhalli
Qi Zhao
SSLCLL
68
8
0
23 Jan 2022
Learning to Minimize the Remainder in Supervised Learning
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
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
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
The CLEAR Benchmark: Continual LEArning on Real-World Imagery
Zhiqiu Lin
Jia Shi
Deepak Pathak
Deva Ramanan
CLLVLM
201
93
0
17 Jan 2022
Technical Report for ICCV 2021 Challenge SSLAD-Track3B: Transformers Are
  Better Continual Learners
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
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
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
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
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
Self-directed Machine Learning
Wenwu Zhu
Xin Eric Wang
P. Xie
64
6
0
04 Jan 2022
Class-Incremental Continual Learning into the eXtended DER-verse
Class-Incremental Continual Learning into the eXtended DER-verse
Matteo Boschini
Lorenzo Bonicelli
Pietro Buzzega
Angelo Porrello
Simone Calderara
CLLBDL
109
142
0
03 Jan 2022
Relational Experience Replay: Continual Learning by Adaptively Tuning
  Task-wise Relationship
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
8
0
31 Dec 2021
FRIDA -- Generative Feature Replay for Incremental Domain Adaptation
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
Generative Kernel Continual learning
Mohammad Mahdi Derakhshani
Xiantong Zhen
Ling Shao
Cees G. M. Snoek
BDLVLM
45
0
0
26 Dec 2021
Continual Learning for Unsupervised Anomaly Detection in Continuous
  Auditing of Financial Accounting Data
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
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
Graph Few-shot Class-incremental Learning
Zhen Tan
Kaize Ding
Ruocheng Guo
Huan Liu
CLLGNN
84
60
0
23 Dec 2021
PyCIL: A Python Toolbox for Class-Incremental Learning
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
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
Continual learning of longitudinal health records
Jacob Armstrong
David Clifton
CLLKELM
62
15
0
22 Dec 2021
Few-Shot Object Detection: A Comprehensive Survey
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?
How Should Pre-Trained Language Models Be Fine-Tuned Towards Adversarial Robustness?
Xinhsuai Dong
Anh Tuan Luu
Min Lin
Shuicheng Yan
Hanwang Zhang
SILMAAML
71
62
0
22 Dec 2021
Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced
  Classes and New Classes
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
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
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)
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
Continual Learning for Monolingual End-to-End Automatic Speech Recognition
Steven Vander Eeckt
Hugo Van hamme
CLL
109
17
0
17 Dec 2021
Effective prevention of semantic drift as angular distance in
  memory-less continual deep neural networks
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
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
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