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Efficient Lifelong Learning with A-GEM

Efficient Lifelong Learning with A-GEM

2 December 2018
Arslan Chaudhry
MarcÁurelio Ranzato
Marcus Rohrbach
Mohamed Elhoseiny
    CLL
ArXivPDFHTML

Papers citing "Efficient Lifelong Learning with A-GEM"

50 / 674 papers shown
Title
A Closer Look at Rehearsal-Free Continual Learning
A Closer Look at Rehearsal-Free Continual Learning
James Smith
Junjiao Tian
Shaunak Halbe
Yen-Chang Hsu
Z. Kira
VLM
CLL
18
58
0
31 Mar 2022
Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks
Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks
Da-Wei Zhou
Han-Jia Ye
Liang Ma
Di Xie
Shiliang Pu
De-Chuan Zhan
CLL
11
119
0
31 Mar 2022
Task Adaptive Parameter Sharing for Multi-Task Learning
Task Adaptive Parameter Sharing for Multi-Task Learning
Matthew Wallingford
Hao Li
Alessandro Achille
Avinash Ravichandran
Charless C. Fowlkes
Rahul Bhotika
Stefano Soatto
MoMe
19
59
0
30 Mar 2022
Unseen Classes at a Later Time? No Problem
Unseen Classes at a Later Time? No Problem
Hari Chandana Kuchibhotla
Sumitra S Malagi
Shivam Chandhok
V. Balasubramanian
CLL
24
10
0
30 Mar 2022
Continual Normalization: Rethinking Batch Normalization for Online
  Continual Learning
Continual Normalization: Rethinking Batch Normalization for Online Continual Learning
Quang-Cuong Pham
Chenghao Liu
S. Hoi
BDL
OnRL
28
57
0
30 Mar 2022
Energy-based Latent Aligner for Incremental Learning
Energy-based Latent Aligner for Incremental Learning
K. J. Joseph
Salman Khan
F. Khan
Rao Muhammad Anwer
V. Balasubramanian
CLL
28
46
0
28 Mar 2022
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches
A. Bhunia
Viswanatha Reddy Gajjala
Subhadeep Koley
Rohit Kundu
Aneeshan Sain
Tao Xiang
Yi-Zhe Song
CLL
25
30
0
28 Mar 2022
Addressing Client Drift in Federated Continual Learning with Adaptive
  Optimization
Addressing Client Drift in Federated Continual Learning with Adaptive Optimization
Yeshwanth Venkatesha
Youngeun Kim
Hyoungseob Park
Yuhang Li
Priyadarshini Panda
FedML
11
7
0
24 Mar 2022
Continual Learning and Private Unlearning
Continual Learning and Private Unlearning
B. Liu
Qian Liu
Peter Stone
CLL
MU
6
44
0
24 Mar 2022
Online Continual Learning for Embedded Devices
Online Continual Learning for Embedded Devices
Tyler L. Hayes
Christopher Kanan
CLL
25
54
0
21 Mar 2022
Continual Learning Based on OOD Detection and Task Masking
Continual Learning Based on OOD Detection and Task Masking
Gyuhak Kim
Sepideh Esmaeilpour
Changnan Xiao
Bing-Quan Liu
OODD
CLL
22
17
0
17 Mar 2022
Continual Prompt Tuning for Dialog State Tracking
Continual Prompt Tuning for Dialog State Tracking
Qi Zhu
Bing Li
Fei Mi
Xiaoyan Zhu
Minlie Huang
CLL
KELM
32
57
0
13 Mar 2022
Sparsity and Heterogeneous Dropout for Continual Learning in the Null
  Space of Neural Activations
Sparsity and Heterogeneous Dropout for Continual Learning in the Null Space of Neural Activations
Ali Abbasi
Parsa Nooralinejad
Vladimir Braverman
Hamed Pirsiavash
Soheil Kolouri
CLL
24
16
0
12 Mar 2022
ELLE: Efficient Lifelong Pre-training for Emerging Data
ELLE: Efficient Lifelong Pre-training for Emerging Data
Yujia Qin
Jiajie Zhang
Yankai Lin
Zhiyuan Liu
Peng Li
Maosong Sun
Jie Zhou
19
67
0
12 Mar 2022
Can I see an Example? Active Learning the Long Tail of Attributes and
  Relations
Can I see an Example? Active Learning the Long Tail of Attributes and Relations
Tyler L. Hayes
Maximilian Nickel
Christopher Kanan
Ludovic Denoyer
Arthur Szlam
VLM
20
3
0
11 Mar 2022
Deep Class Incremental Learning from Decentralized Data
Deep Class Incremental Learning from Decentralized Data
Xiaohan Zhang
Songlin Dong
Jinjie Chen
Qiaoling Tian
Yihong Gong
Xiaopeng Hong
CLL
23
11
0
11 Mar 2022
AGCN: Augmented Graph Convolutional Network for Lifelong Multi-label
  Image Recognition
AGCN: Augmented Graph Convolutional Network for Lifelong Multi-label Image Recognition
Kaile Du
Fan Lyu
Fuyuan Hu
Linyan Li
Wei Feng
Fenglei Xu
Qiming Fu
CLL
13
18
0
10 Mar 2022
On Generalizing Beyond Domains in Cross-Domain Continual Learning
On Generalizing Beyond Domains in Cross-Domain Continual Learning
Christian Simon
M. Faraki
Yi-Hsuan Tsai
Xiang Yu
S. Schulter
Yumin Suh
Mehrtash Harandi
Manmohan Chandraker
FedML
OOD
CLL
11
31
0
08 Mar 2022
On Steering Multi-Annotations per Sample for Multi-Task Learning
On Steering Multi-Annotations per Sample for Multi-Task Learning
Yuan Li
Yiwen Guo
Qizhang Li
Hongzhi Zhang
W. Zuo
17
0
0
06 Mar 2022
Consistent Representation Learning for Continual Relation Extraction
Consistent Representation Learning for Continual Relation Extraction
Kang Zhao
Hua Xu
Jian Yang
Kai Gao
CLL
15
50
0
05 Mar 2022
Acceleration of Federated Learning with Alleviated Forgetting in Local
  Training
Acceleration of Federated Learning with Alleviated Forgetting in Local Training
Chencheng Xu
Zhiwei Hong
Minlie Huang
Tao Jiang
FedML
16
45
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 Augmentation
Chengwei Qin
Shafiq R. Joty
BDL
CLL
11
33
0
04 Mar 2022
Continual Learning of Multi-modal Dynamics with External Memory
Continual Learning of Multi-modal Dynamics with External Memory
Abdullah Akgul
Gözde B. Ünal
M. Kandemir
CLL
19
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
23
3
0
27 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
15
8
0
22 Feb 2022
Graph Lifelong Learning: A Survey
Graph Lifelong Learning: A Survey
F. Febrinanto
Feng Xia
Kristen Moore
Chandra Thapa
Charu C. Aggarwal
CLL
AI4CE
37
50
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
A. Hengel
Javen Qinfeng Shi
CLL
BDL
22
37
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
CLL
MedIm
14
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
26
16
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
35
6
0
16 Feb 2022
Continual Learning with Invertible Generative Models
Continual Learning with Invertible Generative Models
Jary Pomponi
Simone Scardapane
A. Uncini
BDL
48
4
0
11 Feb 2022
Exemplar-free Online Continual Learning
Exemplar-free Online Continual Learning
Jiangpeng He
F. Zhu
CLL
18
19
0
11 Feb 2022
Incremental Learning of Structured Memory via Closed-Loop Transcription
Incremental Learning of Structured Memory via Closed-Loop Transcription
Shengbang Tong
Xili Dai
Ziyang Wu
Mingyang Li
Brent Yi
Yi-An Ma
CLL
28
18
0
11 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
78
73
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
OOD
KELM
114
58
0
01 Feb 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
CLL
VLM
137
91
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
19
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
25
33
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
19
3
0
05 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
CLL
BDL
21
128
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
24
6
0
31 Dec 2021
Generative Kernel Continual learning
Generative Kernel Continual learning
Mohammad Mahdi Derakhshani
Xiantong Zhen
Ling Shao
Cees G. M. Snoek
BDL
VLM
33
0
0
26 Dec 2021
Domain-Aware Continual Zero-Shot Learning
Domain-Aware Continual Zero-Shot Learning
Kai Yi
Paul Janson
Wenxuan Zhang
Mohamed Elhoseiny
37
4
0
24 Dec 2021
Continual learning of longitudinal health records
Continual learning of longitudinal health records
Jacob Armstrong
David A. Clifton
CLL
KELM
14
14
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
14
30
0
18 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
BDL
CLL
SSL
31
157
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 Tasks
Zixuan Ke
Hu Xu
Bing-Quan Liu
CLL
235
84
0
06 Dec 2021
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment
  Classification Tasks
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks
Zixuan Ke
Bing-Quan Liu
Hu Xu
Lei Shu
CLL
25
55
0
05 Dec 2021
Achieving Forgetting Prevention and Knowledge Transfer in Continual
  Learning
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning
Zixuan Ke
Bing-Quan Liu
Nianzu Ma
Hu Xu
Lei Shu
CLL
181
123
0
05 Dec 2021
Contrastive Continual Learning with Feature Propagation
Contrastive Continual Learning with Feature Propagation
Xuejun Han
Yuhong Guo
CLL
21
4
0
03 Dec 2021
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