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1705.08690
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Continual Learning with Deep Generative Replay
24 May 2017
Hanul Shin
Jung Kwon Lee
Jaehong Kim
Jiwon Kim
KELM
CLL
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Papers citing
"Continual Learning with Deep Generative Replay"
50 / 1,229 papers shown
Continual Learning of New Sound Classes using Generative Replay
IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2019
Zhepei Wang
Y. C. Sübakan
Efthymios Tzinis
Paris Smaragdis
Laurent Charlin
VLM
214
27
0
03 Jun 2019
Large Scale Incremental Learning
Computer Vision and Pattern Recognition (CVPR), 2019
Yue Wu
Yinpeng Chen
Lijuan Wang
Yuancheng Ye
Zicheng Liu
Yandong Guo
Y. Fu
CLL
318
1,420
0
30 May 2019
Meta-Learning Representations for Continual Learning
Neural Information Processing Systems (NeurIPS), 2019
Khurram Javed
Martha White
KELM
CLL
275
350
0
29 May 2019
Leveraging Semantics for Incremental Learning in Multi-Relational Embeddings
A. Daruna
Weiyu Liu
Z. Kira
Sonia Chernova
168
0
0
29 May 2019
Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition
Journal of Imaging (J. Imaging), 2019
Martin Mundt
Iuliia Pliushch
Sagnik Majumder
Yongwon Hong
Visvanathan Ramesh
UQCV
BDL
260
43
0
28 May 2019
Uncertainty-based Continual Learning with Adaptive Regularization
Neural Information Processing Systems (NeurIPS), 2019
Hongjoon Ahn
Sungmin Cha
Donggyu Lee
Taesup Moon
BDL
449
249
0
28 May 2019
Variational Prototype Replays for Continual Learning
Mengmi Zhang
Tao Wang
J. Lim
Gabriel Kreiman
Jiashi Feng
VLM
CLL
177
15
0
23 May 2019
Continual Learning in Deep Neural Network by Using a Kalman Optimiser
Honglin Li
Shirin Enshaeifar
F. Ganz
Payam Barnaghi
CLL
KELM
172
4
0
20 May 2019
A comprehensive, application-oriented study of catastrophic forgetting in DNNs
International Conference on Learning Representations (ICLR), 2019
Benedikt Pfülb
A. Gepperth
162
91
0
20 May 2019
Label Mapping Neural Networks with Response Consolidation for Class Incremental Learning
Xu Zhang
Yang Yao
Baile Xu
Lekun Mao
S. Furao
Jian Zhao
Qingwei Lin
CLL
79
2
0
20 May 2019
Locally Weighted Regression Pseudo-Rehearsal for Online Learning of Vehicle Dynamics
Grady Williams
Brian Goldfain
James M. Rehg
Evangelos A. Theodorou
124
12
0
13 May 2019
Improving and Understanding Variational Continual Learning
S. Swaroop
Cuong V Nguyen
T. Bui
Richard Turner
CLL
128
53
0
06 May 2019
Three scenarios for continual learning
Gido M. van de Ven
A. Tolias
CLL
295
997
0
15 Apr 2019
ACE: Adapting to Changing Environments for Semantic Segmentation
Zuxuan Wu
Xin Wang
Joseph E. Gonzalez
Tom Goldstein
L. Davis
OOD
197
107
0
12 Apr 2019
Generative Models for Novelty Detection: Applications in abnormal event and situational change detection from data series
Mahdyar Ravanbakhsh
108
1
0
09 Apr 2019
Feature-Based Interpolation and Geodesics in the Latent Spaces of Generative Models
Lukasz Struski
M. Sadowski
Tomasz Danel
Jacek Tabor
Igor T. Podolak
DiffM
261
9
0
06 Apr 2019
Learning to Remember: A Synaptic Plasticity Driven Framework for Continual Learning
O. Ostapenko
M. Puscas
T. Klein
P. Jähnichen
Moin Nabi
CLL
486
338
0
05 Apr 2019
Unsupervised Progressive Learning and the STAM Architecture
James Smith
Cameron Taylor
Seth Baer
C. Dovrolis
OffRL
CLL
703
40
0
03 Apr 2019
Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting
Xilai Li
Yingbo Zhou
Tianfu Wu
R. Socher
Caiming Xiong
CLL
495
493
0
31 Mar 2019
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild
Kibok Lee
Kimin Lee
Jinwoo Shin
Honglak Lee
CLL
380
225
0
29 Mar 2019
Gradient based sample selection for online continual learning
Neural Information Processing Systems (NeurIPS), 2019
Rahaf Aljundi
Min Lin
Baptiste Goujaud
Yoshua Bengio
BDL
CLL
574
945
0
20 Mar 2019
Class-incremental Learning via Deep Model Consolidation
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2019
Junting Zhang
Jie Zhang
Shalini Ghosh
Dawei Li
Serafettin Tasci
Larry Heck
Heming Zhang
C.-C. Jay Kuo
CLL
458
370
0
19 Mar 2019
Complementary Learning for Overcoming Catastrophic Forgetting Using Experience Replay
Mohammad Rostami
Soheil Kolouri
Praveen K. Pilly
CLL
251
77
0
11 Mar 2019
Continual Learning Using World Models for Pseudo-Rehearsal
Nicholas A. Ketz
Soheil Kolouri
Praveen K. Pilly
KELM
CLL
148
7
0
06 Mar 2019
S-TRIGGER: Continual State Representation Learning via Self-Triggered Generative Replay
Hugo Caselles-Dupré
Michael Garcia Ortiz
David Filliat
122
18
0
25 Feb 2019
Scalable and Order-robust Continual Learning with Additive Parameter Decomposition
Jaehong Yoon
Saehoon Kim
Eunho Yang
Sung Ju Hwang
CLL
368
192
0
25 Feb 2019
Online Meta-Learning
Chelsea Finn
Aravind Rajeswaran
Sham Kakade
Sergey Levine
CLL
345
292
0
22 Feb 2019
Generative Memory for Lifelong Reinforcement Learning
Aswin Raghavan
Jesse Hostetler
S. Chai
OffRL
CLL
116
3
0
22 Feb 2019
Differentially Private Continual Learning
Sebastian Farquhar
Y. Gal
FedML
MU
112
13
0
18 Feb 2019
A Unifying Bayesian View of Continual Learning
Sebastian Farquhar
Y. Gal
BDL
CLL
145
76
0
18 Feb 2019
Realizing Continual Learning through Modeling a Learning System as a Fiber Bundle
Zhenfeng Cao
68
2
0
16 Feb 2019
Policy Consolidation for Continual Reinforcement Learning
International Conference on Machine Learning (ICML), 2019
Christos Kaplanis
Murray Shanahan
Claudia Clopath
CLL
OffRL
210
58
0
01 Feb 2019
Functional Regularisation for Continual Learning with Gaussian Processes
International Conference on Learning Representations (ICLR), 2019
Michalis K. Titsias
Jonathan Richard Schwarz
A. G. Matthews
Razvan Pascanu
Yee Whye Teh
CLL
BDL
517
205
0
31 Jan 2019
Generative Models from the perspective of Continual Learning
Timothée Lesort
Hugo Caselles-Dupré
Michael Garcia Ortiz
Andrei Stoian
David Filliat
VLM
DiffM
155
167
0
21 Dec 2018
NIPS - Not Even Wrong? A Systematic Review of Empirically Complete Demonstrations of Algorithmic Effectiveness in the Machine Learning and Artificial Intelligence Literature
Franz J. Király
Bilal A. Mateen
R. Sonabend
192
10
0
18 Dec 2018
Pseudo-Rehearsal: Achieving Deep Reinforcement Learning without Catastrophic Forgetting
C. Atkinson
B. McCane
Lech Szymanski
Anthony Robins
VLM
CLL
325
114
0
06 Dec 2018
Few-Shot Self Reminder to Overcome Catastrophic Forgetting
Junfeng Wen
Yanshuai Cao
Ruitong Huang
CLL
137
24
0
03 Dec 2018
Efficient Lifelong Learning with A-GEM
Arslan Chaudhry
MarcÁurelio Ranzato
Marcus Rohrbach
Mohamed Elhoseiny
CLL
801
1,640
0
02 Dec 2018
Experience Replay for Continual Learning
David Rolnick
Arun Ahuja
Jonathan Richard Schwarz
Timothy Lillicrap
Greg Wayne
CLL
441
1,421
0
28 Nov 2018
Partitioned Variational Inference: A unified framework encompassing federated and continual learning
T. Bui
Cuong V Nguyen
S. Swaroop
Richard Turner
FedML
229
58
0
27 Nov 2018
Closed-Loop Memory GAN for Continual Learning
A. Rios
Laurent Itti
BDL
VLM
218
22
0
03 Nov 2018
Re-evaluating Continual Learning Scenarios: A Categorization and Case for Strong Baselines
Yen-Chang Hsu
Yen-Cheng Liu
Anita Ramasamy
Z. Kira
CLL
ELM
369
385
0
30 Oct 2018
Incremental Learning for Semantic Segmentation of Large-Scale Remote Sensing Data
O. Tasar
Y. Tarabalka
Pierre Alliez
CLL
173
141
0
29 Oct 2018
Marginal Replay vs Conditional Replay for Continual Learning
Timothée Lesort
A. Gepperth
Andrei Stoian
David Filliat
BDL
345
36
0
29 Oct 2018
Continual State Representation Learning for Reinforcement Learning using Generative Replay
Hugo Caselles-Dupré
Michael Garcia Ortiz
David Filliat
BDL
CLL
156
20
0
09 Oct 2018
Continual Learning of Context-dependent Processing in Neural Networks
Guanxiong Zeng
Yang Chen
Bo Cui
Shan Yu
CLL
303
358
0
29 Sep 2018
Generative replay with feedback connections as a general strategy for continual learning
Gido M. van de Ven
A. Tolias
CLL
KELM
223
246
0
27 Sep 2018
StackNet: Stacking Parameters for Continual learning
Jangho Kim
Jeesoo Kim
Nojun Kwak
CLL
201
6
0
07 Sep 2018
Memory Replay GANs: learning to generate images from new categories without forgetting
Chenshen Wu
Luis Herranz
Xialei Liu
Yaxing Wang
Joost van de Weijer
Bogdan Raducanu
CLL
VLM
GAN
340
201
0
06 Sep 2018
Life-Long Disentangled Representation Learning with Cross-Domain Latent Homologies
Alessandro Achille
Tom Eccles
Loic Matthey
Christopher P. Burgess
Nicholas Watters
Alexander Lerchner
I. Higgins
BDL
153
128
0
20 Aug 2018
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