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Efficient Lifelong Learning with A-GEM
v1v2 (latest)

Efficient Lifelong Learning with A-GEM

2 December 2018
Arslan Chaudhry
MarcÁurelio Ranzato
Marcus Rohrbach
Mohamed Elhoseiny
    CLL
ArXiv (abs)PDFHTML

Papers citing "Efficient Lifelong Learning with A-GEM"

50 / 949 papers shown
Acceleration of Federated Learning with Alleviated Forgetting in Local
  Training
Acceleration of Federated Learning with Alleviated Forgetting in Local TrainingInternational Conference on Learning Representations (ICLR), 2022
Chencheng Xu
Zhiwei Hong
Shiyu Huang
Tao Jiang
FedML
193
54
0
05 Mar 2022
Continual Few-shot Relation Learning via Embedding Space Regularization
  and Data Augmentation
Continual Few-shot Relation Learning via Embedding Space Regularization and Data AugmentationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Chengwei Qin
Shafiq Joty
BDLCLL
229
44
0
04 Mar 2022
Continual Learning of Multi-modal Dynamics with External Memory
Continual Learning of Multi-modal Dynamics with External MemoryConference on Learning for Dynamics & Control (L4DC), 2022
Abdullah Akgul
Gözde B. Ünal
M. Kandemir
CLL
256
0
0
02 Mar 2022
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
194
3
0
27 Feb 2022
Increasing Depth of Neural Networks for Life-long Learning
Increasing Depth of Neural Networks for Life-long LearningInformation Fusion (Inf. Fusion), 2022
Jkedrzej Kozal
Michal Wo'zniak
CLL
221
11
0
22 Feb 2022
Graph Lifelong Learning: A Survey
Graph Lifelong Learning: A SurveyIEEE Computational Intelligence Magazine (IEEE CIM), 2022
F. Febrinanto
Xiwei Xu
Kristen Moore
Chandra Thapa
Charu C. Aggarwal
CLLAI4CE
239
63
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 LearningComputer Vision and Pattern Recognition (CVPR), 2022
Dong Gong
Qingsen Yan
Yuhang Liu
Anton Van Den Hengel
Javen Qinfeng Shi
CLLBDL
210
48
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
260
3
0
21 Feb 2022
Continual Learning Beyond a Single Model
Continual Learning Beyond a Single Model
T. Doan
Seyed Iman Mirzadeh
Mehrdad Farajtabar
CLL
349
22
0
20 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
181
6
0
16 Feb 2022
Continual Learning with Invertible Generative Models
Continual Learning with Invertible Generative ModelsNeural Networks (NN), 2022
Jary Pomponi
Simone Scardapane
A. Uncini
BDL
273
5
0
11 Feb 2022
Exemplar-free Online Continual Learning
Exemplar-free Online Continual LearningInternational Conference on Information Photonics (ICIP), 2022
Jiangpeng He
Fengqing Zhu
CLL
160
20
0
11 Feb 2022
Incremental Learning of Structured Memory via Closed-Loop Transcription
Incremental Learning of Structured Memory via Closed-Loop TranscriptionInternational Conference on Learning Representations (ICLR), 2022
Shengbang Tong
Xili Dai
Ziyang Wu
Mingyang Li
Brent Yi
Yi-An Ma
CLL
287
22
0
11 Feb 2022
TRGP: Trust Region Gradient Projection for Continual Learning
TRGP: Trust Region Gradient Projection for Continual LearningInternational Conference on Learning Representations (ICLR), 2022
Sen Lin
Li Yang
Deliang Fan
Junshan Zhang
CLL
304
97
0
07 Feb 2022
Architecture Matters in Continual Learning
Architecture Matters in Continual Learning
Seyed Iman Mirzadeh
Arslan Chaudhry
Dong Yin
Timothy Nguyen
Razvan Pascanu
Dilan Görür
Mehrdad Farajtabar
OODKELM
370
63
0
01 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 SystemInternational Conference on Learning Representations (ICLR), 2022
Elahe Arani
F. Sarfraz
Bahram Zonooz
CLL
287
162
0
29 Jan 2022
Continual Learning with Recursive Gradient Optimization
Continual Learning with Recursive Gradient OptimizationInternational Conference on Learning Representations (ICLR), 2022
Hao Liu
Huaping Liu
VLMCLL
264
48
0
29 Jan 2022
Learning to Predict Gradients for Semi-Supervised Continual Learning
Learning to Predict Gradients for Semi-Supervised Continual LearningIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Yan Luo
Yongkang Wong
Mohan S. Kankanhalli
Qi Zhao
SSLCLL
176
12
0
23 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
120
7
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
477
106
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
172
23
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
192
35
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
225
4
0
05 Jan 2022
Class-Incremental Continual Learning into the eXtended DER-verse
Class-Incremental Continual Learning into the eXtended DER-verseIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Matteo Boschini
Lorenzo Bonicelli
Pietro Buzzega
Angelo Porrello
Simone Calderara
CLLBDL
276
168
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 RelationshipIEEE transactions on multimedia (IEEE Trans. Multimedia), 2021
Quanziang Wang
Renzhen Wang
Yuexiang Li
Dong Wei
Kai Ma
Yefeng Zheng
Deyu Meng
CLL
231
15
0
31 Dec 2021
Generative Kernel Continual learning
Generative Kernel Continual learning
Mohammad Mahdi Derakhshani
Xiantong Zhen
Ling Shao
Cees G. M. Snoek
BDLVLM
101
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
227
13
0
25 Dec 2021
Domain-Aware Continual Zero-Shot Learning
Domain-Aware Continual Zero-Shot Learning
Kai Yi
Paul Janson
Wenxuan Zhang
Mohamed Elhoseiny
317
4
0
24 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
134
1
0
23 Dec 2021
Continual learning of longitudinal health records
Continual learning of longitudinal health records
Jacob Armstrong
David Clifton
CLLKELM
154
18
0
22 Dec 2021
Few-Shot Object Detection: A Comprehensive Survey
Few-Shot Object Detection: A Comprehensive SurveyIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021
Mona Köhler
M. Eisenbach
H. Groß
ObjD
240
97
0
22 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
208
34
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 TasksNeural Information Processing Systems (NeurIPS), 2021
Zixuan Ke
Bing-Quan Liu
Xingchang Huang
CLL
169
152
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
265
17
0
17 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
351
164
0
16 Dec 2021
Learning to Prompt for Continual Learning
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
CLLVPVLMKELMVLM
359
1,065
0
16 Dec 2021
Lifelong Generative Modelling Using Dynamic Expansion Graph Model
Lifelong Generative Modelling Using Dynamic Expansion Graph Model
Fei Ye
A. Bors
CLL
196
13
0
15 Dec 2021
Improving Vision Transformers for Incremental Learning
Improving Vision Transformers for Incremental Learning
Pei Yu
Yinpeng Chen
Ying Jin
Zicheng Liu
CLLViT
247
17
0
12 Dec 2021
Self-Supervised Models are Continual Learners
Self-Supervised Models are Continual Learners
Enrico Fini
Victor G. Turrisi da Costa
Xavier Alameda-Pineda
Elisa Ricci
Alahari Karteek
Julien Mairal
BDLCLLSSL
302
203
0
08 Dec 2021
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment
  Classification Tasks
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification TasksNorth American Chapter of the Association for Computational Linguistics (NAACL), 2021
Zixuan Ke
Hu Xu
Bing-Quan Liu
CLL
478
91
0
06 Dec 2021
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment
  Classification Tasks
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification TasksConference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Zixuan Ke
Bing-Quan Liu
Hu Xu
Lei Shu
CLL
200
63
0
05 Dec 2021
Achieving Forgetting Prevention and Knowledge Transfer in Continual
  Learning
Achieving Forgetting Prevention and Knowledge Transfer in Continual LearningNeural Information Processing Systems (NeurIPS), 2021
Zixuan Ke
Bing-Quan Liu
Nianzu Ma
Hu Xu
Lei Shu
CLL
421
141
0
05 Dec 2021
Contrastive Continual Learning with Feature Propagation
Contrastive Continual Learning with Feature Propagation
Xuejun Han
Yuhong Guo
CLL
175
4
0
03 Dec 2021
Fixed Points in Cyber Space: Rethinking Optimal Evasion Attacks in the
  Age of AI-NIDS
Fixed Points in Cyber Space: Rethinking Optimal Evasion Attacks in the Age of AI-NIDS
Christian Schroeder de Witt
Yongchao Huang
Juil Sock
Martin Strohmeier
AAML
183
3
0
23 Nov 2021
Reviewing continual learning from the perspective of human-level
  intelligence
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
198
4
0
23 Nov 2021
FFNB: Forgetting-Free Neural Blocks for Deep Continual Visual Learning
FFNB: Forgetting-Free Neural Blocks for Deep Continual Visual LearningBritish Machine Vision Conference (BMVC), 2021
H. Sahbi
Haoming Zhan
AI4CE
96
3
0
22 Nov 2021
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansionComputer Vision and Pattern Recognition (CVPR), 2021
Arthur Douillard
Alexandre Ramé
Guillaume Couairon
Matthieu Cord
CLL
390
385
0
22 Nov 2021
Defeating Catastrophic Forgetting via Enhanced Orthogonal Weights
  Modification
Defeating Catastrophic Forgetting via Enhanced Orthogonal Weights Modification
Yanni Li
Bing Liu
Kaicheng Yao
Xiaoli Kou
Pengfan Lv
Yueshen Xu
J. Cui
CLL
130
0
0
19 Nov 2021
GCR: Gradient Coreset Based Replay Buffer Selection For Continual
  Learning
GCR: Gradient Coreset Based Replay Buffer Selection For Continual Learning
Rishabh Tiwari
Krishnateja Killamsetty
Rishabh K. Iyer
Pradeep Shenoy
BDLCLL
297
166
0
18 Nov 2021
Kronecker Factorization for Preventing Catastrophic Forgetting in
  Large-scale Medical Entity Linking
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
158
1
0
11 Nov 2021
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