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1812.00420
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Efficient Lifelong Learning with A-GEM
2 December 2018
Arslan Chaudhry
MarcÁurelio Ranzato
Marcus Rohrbach
Mohamed Elhoseiny
CLL
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Papers citing
"Efficient Lifelong Learning with A-GEM"
50 / 949 papers shown
AdaXpert: Adapting Neural Architecture for Growing Data
International Conference on Machine Learning (ICML), 2021
Shuaicheng Niu
Jiaxiang Wu
Guanghui Xu
Yifan Zhang
Yong Guo
P. Zhao
Peng Wang
Zhuliang Yu
217
14
0
01 Jul 2021
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation
Arthur Douillard
Yifu Chen
Arnaud Dapogny
Matthieu Cord
CLL
145
21
0
29 Jun 2021
Unsupervised Continual Learning via Self-Adaptive Deep Clustering Approach
Mahardhika Pratama
Andri Ashfahani
E. Lughofer
SSL
CLL
181
18
0
28 Jun 2021
Co
2
^2
2
L: Contrastive Continual Learning
IEEE International Conference on Computer Vision (ICCV), 2021
Hyuntak Cha
Jaeho Lee
Jinwoo Shin
CLL
SSL
VLM
333
358
0
28 Jun 2021
Continual Learning via Inter-Task Synaptic Mapping
Knowledge-Based Systems (KBS), 2021
Fubing Mao
Weiwei Weng
Mahardhika Pratama
E. Yapp
CLL
KELM
207
25
0
26 Jun 2021
Task-agnostic Continual Learning with Hybrid Probabilistic Models
Polina Kirichenko
Mehrdad Farajtabar
Dushyant Rao
Balaji Lakshminarayanan
Nir Levine
Ang Li
Huiyi Hu
A. Wilson
Razvan Pascanu
VLM
BDL
CLL
135
22
0
24 Jun 2021
On the importance of cross-task features for class-incremental learning
Albin Soutif--Cormerais
Marc Masana
Joost van de Weijer
Bartlomiej Twardowski
CLL
289
23
0
22 Jun 2021
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning
IEEE International Conference on Computer Vision (ICCV), 2021
James Smith
Yen-Chang Hsu
John C. Balloch
Yilin Shen
Hongxia Jin
Z. Kira
CLL
375
198
0
17 Jun 2021
SPeCiaL: Self-Supervised Pretraining for Continual Learning
Lucas Caccia
Joelle Pineau
CLL
SSL
144
19
0
16 Jun 2021
Knowledge Consolidation based Class Incremental Online Learning with Limited Data
International Joint Conference on Artificial Intelligence (IJCAI), 2021
M. A. Karim
Vinay Kumar Verma
Pravendra Singh
Vinay P. Namboodiri
Piyush Rai
CLL
76
1
0
12 Jun 2021
Learngene: From Open-World to Your Learning Task
AAAI Conference on Artificial Intelligence (AAAI), 2021
Qiufeng Wang
Xin Geng
Shuxia Lin
Shiyu Xia
Lei Qi
Ning Xu
192
32
0
12 Jun 2021
Invariant Information Bottleneck for Domain Generalization
AAAI Conference on Artificial Intelligence (AAAI), 2021
Yue Liu
Yifei Shen
Yezhen Wang
Wenzhen Zhu
Colorado Reed
Jun Zhang
Dongsheng Li
Kurt Keutzer
Han Zhao
OOD
641
144
0
11 Jun 2021
Optimizing Reusable Knowledge for Continual Learning via Metalearning
Neural Information Processing Systems (NeurIPS), 2021
J. Hurtado
Alain Raymond-Sáez
Alvaro Soto
CLL
286
42
0
09 Jun 2021
Dynamic Sparse Training for Deep Reinforcement Learning
International Joint Conference on Artificial Intelligence (IJCAI), 2021
Ghada Sokar
Elena Mocanu
Decebal Constantin Mocanu
Mykola Pechenizkiy
Peter Stone
292
68
0
08 Jun 2021
Preservation of the Global Knowledge by Not-True Distillation in Federated Learning
Neural Information Processing Systems (NeurIPS), 2021
Gihun Lee
Minchan Jeong
Yongjin Shin
Sangmin Bae
Se-Young Yun
FedML
443
175
0
06 Jun 2021
Model Zoo: A Growing "Brain" That Learns Continually
International Conference on Learning Representations (ICLR), 2021
Rahul Ramesh
Pratik Chaudhari
CLL
FedML
273
76
0
06 Jun 2021
Lifelong Learning of Hate Speech Classification on Social Media
North American Chapter of the Association for Computational Linguistics (NAACL), 2021
Jing Qian
Hong Wang
Mai Elsherief
Xifeng Yan
CLL
162
27
0
05 Jun 2021
Continual Learning in Deep Networks: an Analysis of the Last Layer
Timothée Lesort
Thomas George
Irina Rish
KELM
230
23
0
03 Jun 2021
Online Coreset Selection for Rehearsal-based Continual Learning
International Conference on Learning Representations (ICLR), 2021
Jaehong Yoon
Divyam Madaan
Eunho Yang
Sung Ju Hwang
CLL
388
172
0
02 Jun 2021
Smaller Is Better: An Analysis of Instance Quantity/Quality Trade-off in Rehearsal-based Continual Learning
IEEE International Joint Conference on Neural Network (IJCNN), 2021
Francesco Pelosin
A. Torsello
249
1
0
28 May 2021
Continual World: A Robotic Benchmark For Continual Reinforcement Learning
Neural Information Processing Systems (NeurIPS), 2021
Maciej Wołczyk
Michal Zajkac
Razvan Pascanu
Lukasz Kuciñski
Piotr Milo's
CLL
OffRL
336
112
0
23 May 2021
ACAE-REMIND for Online Continual Learning with Compressed Feature Replay
Pattern Recognition Letters (PR), 2021
Kai Wang
Luis Herranz
Joost van de Weijer
CLL
211
16
0
18 May 2021
DRILL: Dynamic Representations for Imbalanced Lifelong Learning
International Conference on Artificial Neural Networks (ICANN), 2021
Kyra Ahrens
Fares Abawi
S. Wermter
CLL
130
7
0
18 May 2021
Layerwise Optimization by Gradient Decomposition for Continual Learning
Computer Vision and Pattern Recognition (CVPR), 2021
Weizhen He
Dapeng Chen
Jinguo Zhu
Shijie Yu
Wanli Ouyang
CLL
195
82
0
17 May 2021
TAG: Task-based Accumulated Gradients for Lifelong learning
Pranshu Malviya
B. Ravindran
Sarath Chandar
CLL
200
5
0
11 May 2021
Continual Learning via Bit-Level Information Preserving
Computer Vision and Pattern Recognition (CVPR), 2021
Yujun Shi
Li-xin Yuan
Yunpeng Chen
Jiashi Feng
CLL
194
50
0
10 May 2021
Schematic Memory Persistence and Transience for Efficient and Robust Continual Learning
Neural Networks (NN), 2021
Yuyang Gao
Giorgio Ascoli
Bo Pan
147
6
0
05 May 2021
Dynamic VAEs with Generative Replay for Continual Zero-shot Learning
Subhankar Ghosh
BDL
CLL
VLM
246
8
0
26 Apr 2021
Piggyback GAN: Efficient Lifelong Learning for Image Conditioned Generation
European Conference on Computer Vision (ECCV), 2021
Mengyao Zhai
Lei Chen
Jiawei He
Megha Nawhal
Frederick Tung
Greg Mori
CLL
148
30
0
24 Apr 2021
IB-DRR: Incremental Learning with Information-Back Discrete Representation Replay
Jian Jiang
Edoardo Cetin
Oya Celiktutan
142
12
0
21 Apr 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis
Information Sciences (Inf. Sci.), 2021
Saurav Jha
Martin Schiemer
F. Zambonelli
Juan Ye
145
58
0
19 Apr 2021
Continual Learning with Fully Probabilistic Models
Benedikt Pfülb
A. Gepperth
Benedikt Bagus
BDL
133
9
0
19 Apr 2021
Overcoming Catastrophic Forgetting with Gaussian Mixture Replay
IEEE International Joint Conference on Neural Network (IJCNN), 2021
Benedikt Pfülb
A. Gepperth
VLM
BDL
119
14
0
19 Apr 2021
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion
Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2021
Jiapeng Wu
Yishi Xu
Yingxue Zhang
Chen Ma
Mark Coates
Jackie C.K. Cheung
CLL
165
26
0
17 Apr 2021
Rehearsal revealed: The limits and merits of revisiting samples in continual learning
IEEE International Conference on Computer Vision (ICCV), 2021
Eli Verwimp
Matthias De Lange
Tinne Tuytelaars
CLL
155
113
0
15 Apr 2021
Continual Learning for Text Classification with Information Disentanglement Based Regularization
North American Chapter of the Association for Computational Linguistics (NAACL), 2021
Yufan Huang
Yanzhe Zhang
Jiaao Chen
Xuezhi Wang
Diyi Yang
CLL
241
127
0
12 Apr 2021
New Insights on Reducing Abrupt Representation Change in Online Continual Learning
International Conference on Learning Representations (ICLR), 2021
Lucas Caccia
Rahaf Aljundi
Nader Asadi
Tinne Tuytelaars
Joelle Pineau
Eugene Belilovsky
CLL
390
249
0
11 Apr 2021
Few-Shot Incremental Learning with Continually Evolved Classifiers
Computer Vision and Pattern Recognition (CVPR), 2021
Chi Zhang
Nan Song
Guosheng Lin
Yun Zheng
Pan Pan
Yinghui Xu
CLL
314
377
0
07 Apr 2021
Tuned Compositional Feature Replays for Efficient Stream Learning
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021
Morgan B. Talbot
Rushikesh Zawar
Rohil Badkundri
Mengmi Zhang
Gabriel Kreiman
CLL
457
2
0
06 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift Analysis
Timothée Lesort
Massimo Caccia
Irina Rish
257
60
0
04 Apr 2021
Class-incremental Learning using a Sequence of Partial Implicitly Regularized Classifiers
The Florida AI Research Society (FLAIRS), 2021
Sobirdzhon Bobiev
Adil Khan
S. M. Ahsan Kazmi
CLL
135
0
0
04 Apr 2021
Replay in Deep Learning: Current Approaches and Missing Biological Elements
Neural Computation (Neural Comput.), 2021
Tyler L. Hayes
G. Krishnan
M. Bazhenov
H. Siegelmann
T. Sejnowski
Christopher Kanan
CLL
233
139
0
01 Apr 2021
Avalanche: an End-to-End Library for Continual Learning
Vincenzo Lomonaco
Lorenzo Pellegrini
Andrea Cossu
Antonio Carta
G. Graffieti
...
Christopher Kanan
Joost van de Weijer
Tinne Tuytelaars
D. Bacciu
Davide Maltoni
BDL
AI4TS
268
205
0
01 Apr 2021
Rectification-based Knowledge Retention for Continual Learning
Computer Vision and Pattern Recognition (CVPR), 2021
Pravendra Singh
Pratik Mazumder
Piyush Rai
Vinay P. Namboodiri
CLL
120
48
0
30 Mar 2021
Distilled Replay: Overcoming Forgetting through Synthetic Samples
Andrea Rosasco
Antonio Carta
Andrea Cossu
Vincenzo Lomonaco
D. Bacciu
DD
209
52
0
29 Mar 2021
Continual Speaker Adaptation for Text-to-Speech Synthesis
Hamed Hemati
Damian Borth
CLL
158
9
0
26 Mar 2021
Self-Supervised Training Enhances Online Continual Learning
British Machine Vision Conference (BMVC), 2021
Jhair Gallardo
Tyler L. Hayes
Christopher Kanan
CLL
319
72
0
25 Mar 2021
Gradient Regularized Contrastive Learning for Continual Domain Adaptation
AAAI Conference on Artificial Intelligence (AAAI), 2020
Weizhen He
Peng Su
Shiyang Feng
Ni Zhao
CLL
226
69
0
23 Mar 2021
ZS-IL: Looking Back on Learned Experiences For Zero-Shot Incremental Learning
Mozhgan Pourkeshavarz
Mohammad Sabokrou
CLL
VLM
95
0
0
22 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning
Zheda Mai
Ruiwen Li
Hyunwoo J. Kim
Scott Sanner
CLL
347
218
0
22 Mar 2021
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