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Continual Learning with Deep Generative Replay
v1v2v3 (latest)

Continual Learning with Deep Generative Replay

24 May 2017
Hanul Shin
Jung Kwon Lee
Jaehong Kim
Jiwon Kim
    KELMCLL
ArXiv (abs)PDFHTML

Papers citing "Continual Learning with Deep Generative Replay"

50 / 1,229 papers shown
Dynamic VAEs with Generative Replay for Continual Zero-shot Learning
Dynamic VAEs with Generative Replay for Continual Zero-shot Learning
Subhankar Ghosh
BDLCLLVLM
253
8
0
26 Apr 2021
Towards Visual Semantics
Towards Visual SemanticsSN Computer Science (SN Comput. Sci.), 2021
Fausto Giunchiglia
L. Erculiani
Baptiste Caramiaux
151
16
0
26 Apr 2021
IB-DRR: Incremental Learning with Information-Back Discrete
  Representation Replay
IB-DRR: Incremental Learning with Information-Back Discrete Representation Replay
Jian Jiang
Edoardo Cetin
Oya Celiktutan
147
12
0
21 Apr 2021
Class-Incremental Learning with Generative Classifiers
Class-Incremental Learning with Generative Classifiers
Gido M. van de Ven
Zhe Li
A. Tolias
BDL
170
74
0
20 Apr 2021
Continual Learning in Sensor-based Human Activity Recognition: an
  Empirical Benchmark Analysis
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark AnalysisInformation Sciences (Inf. Sci.), 2021
Saurav Jha
Martin Schiemer
F. Zambonelli
Juan Ye
163
59
0
19 Apr 2021
Continual Learning with Fully Probabilistic Models
Continual Learning with Fully Probabilistic Models
Benedikt Pfülb
A. Gepperth
Benedikt Bagus
BDL
137
9
0
19 Apr 2021
Overcoming Catastrophic Forgetting with Gaussian Mixture Replay
Overcoming Catastrophic Forgetting with Gaussian Mixture ReplayIEEE International Joint Conference on Neural Network (IJCNN), 2021
Benedikt Pfülb
A. Gepperth
VLMBDL
120
14
0
19 Apr 2021
Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation
  for Few-shot Learning
Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Xisen Jin
Bill Yuchen Lin
Mohammad Rostami
Xiang Ren
BDLCLL
298
44
0
18 Apr 2021
Lifelong Learning with Sketched Structural Regularization
Lifelong Learning with Sketched Structural RegularizationAsian Conference on Machine Learning (ACML), 2021
Haoran Li
A. Krishnan
Jingfeng Wu
Soheil Kolouri
Praveen K. Pilly
Vladimir Braverman
CLL
175
17
0
17 Apr 2021
On Learning the Geodesic Path for Incremental Learning
On Learning the Geodesic Path for Incremental LearningComputer Vision and Pattern Recognition (CVPR), 2021
Christian Simon
Piotr Koniusz
Mehrtash Harandi
CLL
216
143
0
17 Apr 2021
Rehearsal revealed: The limits and merits of revisiting samples in
  continual learning
Rehearsal revealed: The limits and merits of revisiting samples in continual learningIEEE International Conference on Computer Vision (ICCV), 2021
Eli Verwimp
Matthias De Lange
Tinne Tuytelaars
CLL
156
113
0
15 Apr 2021
Continual Learning for Fake Audio Detection
Continual Learning for Fake Audio DetectionInterspeech (Interspeech), 2021
Haoxin Ma
Jiangyan Yi
Jianhua Tao
Ye Bai
Zhengkun Tian
Chenglong Wang
AAMLCLL
174
56
0
15 Apr 2021
Unsupervised Continual Learning Via Pseudo Labels
Unsupervised Continual Learning Via Pseudo Labels
Jiangpeng He
Feng Zhu
SSLCLL
177
31
0
14 Apr 2021
Continual learning in cross-modal retrieval
Continual learning in cross-modal retrieval
Kai Wang
Luis Herranz
Joost van de Weijer
CLL
148
18
0
14 Apr 2021
Neural Architecture Search of Deep Priors: Towards Continual Learning
  without Catastrophic Interference
Neural Architecture Search of Deep Priors: Towards Continual Learning without Catastrophic Interference
Martin Mundt
Iuliia Pliushch
Visvanathan Ramesh
UQCVBDL
137
7
0
14 Apr 2021
Incremental Multi-Target Domain Adaptation for Object Detection with
  Efficient Domain Transfer
Incremental Multi-Target Domain Adaptation for Object Detection with Efficient Domain TransferPattern Recognition (Pattern Recogn.), 2021
Le Thanh Nguyen-Meidine
M. Kiran
M. Pedersoli
Jose Dolz
Louis-Antoine Blais-Morin
Mohammadhadi Shateri
247
31
0
13 Apr 2021
Continual Learning for Text Classification with Information
  Disentanglement Based Regularization
Continual Learning for Text Classification with Information Disentanglement Based RegularizationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2021
Yufan Huang
Yanzhe Zhang
Jiaao Chen
Xuezhi Wang
Diyi Yang
CLL
247
128
0
12 Apr 2021
Unsupervised Class-Incremental Learning Through Confusion
Unsupervised Class-Incremental Learning Through Confusion
Shivam Khare
Kun Cao
James M. Rehg
SSLCLL
208
7
0
09 Apr 2021
Few-Shot Incremental Learning with Continually Evolved Classifiers
Few-Shot Incremental Learning with Continually Evolved ClassifiersComputer Vision and Pattern Recognition (CVPR), 2021
Chi Zhang
Nan Song
Guosheng Lin
Yun Zheng
Pan Pan
Yinghui Xu
CLL
322
381
0
07 Apr 2021
Learnable Expansion-and-Compression Network for Few-shot
  Class-Incremental Learning
Learnable Expansion-and-Compression Network for Few-shot Class-Incremental Learning
Boyu Yang
Mingbao Lin
Binghao Liu
Mengying Fu
Chang-rui Liu
Rongrong Ji
QiXiang Ye
CLL
134
19
0
06 Apr 2021
Tuned Compositional Feature Replays for Efficient Stream Learning
Tuned Compositional Feature Replays for Efficient Stream LearningIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021
Morgan B. Talbot
Rushikesh Zawar
Rohil Badkundri
Mengmi Zhang
Gabriel Kreiman
CLL
464
2
0
06 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift
  Analysis
Understanding Continual Learning Settings with Data Distribution Drift Analysis
Timothée Lesort
Massimo Caccia
Irina Rish
263
60
0
04 Apr 2021
Half-Real Half-Fake Distillation for Class-Incremental Semantic
  Segmentation
Half-Real Half-Fake Distillation for Class-Incremental Semantic Segmentation
Zilong Huang
Wentian Hao
Xinggang Wang
Mingyuan Tao
Jianqiang Huang
Wenyu Liu
Xiansheng Hua
CLL
165
13
0
02 Apr 2021
Replay in Deep Learning: Current Approaches and Missing Biological
  Elements
Replay in Deep Learning: Current Approaches and Missing Biological ElementsNeural Computation (Neural Comput.), 2021
Tyler L. Hayes
G. Krishnan
M. Bazhenov
H. Siegelmann
T. Sejnowski
Christopher Kanan
CLL
239
139
0
01 Apr 2021
Rainbow Memory: Continual Learning with a Memory of Diverse Samples
Rainbow Memory: Continual Learning with a Memory of Diverse SamplesComputer Vision and Pattern Recognition (CVPR), 2021
Jihwan Bang
Heesu Kim
Y. Yoo
Jung-Woo Ha
Jonghyun Choi
CLL
264
423
0
31 Mar 2021
Distilled Replay: Overcoming Forgetting through Synthetic Samples
Distilled Replay: Overcoming Forgetting through Synthetic Samples
Andrea Rosasco
Antonio Carta
Andrea Cossu
Vincenzo Lomonaco
D. Bacciu
DD
209
52
0
29 Mar 2021
ClaRe: Practical Class Incremental Learning By Remembering Previous
  Class Representations
ClaRe: Practical Class Incremental Learning By Remembering Previous Class Representations
Bahram Mohammadi
Mohammad Sabokrou
CLL
94
0
0
29 Mar 2021
Efficient Feature Transformations for Discriminative and Generative
  Continual Learning
Efficient Feature Transformations for Discriminative and Generative Continual LearningComputer Vision and Pattern Recognition (CVPR), 2021
Vinay Kumar Verma
Kevin J. Liang
Nikhil Mehta
Piyush Rai
Lawrence Carin
CLL
308
89
0
25 Mar 2021
Balanced softmax cross-entropy for incremental learning with and without
  memory
Balanced softmax cross-entropy for incremental learning with and without memoryInternational Conference on Artificial Neural Networks (ICANN), 2021
Quentin Jodelet
Xin Liu
T. Murata
CLL
425
33
0
23 Mar 2021
iMAP: Implicit Mapping and Positioning in Real-Time
iMAP: Implicit Mapping and Positioning in Real-TimeIEEE International Conference on Computer Vision (ICCV), 2021
Edgar Sucar
Shikun Liu
Joseph Ortiz
Andrew J. Davison
3DH
398
768
0
23 Mar 2021
ZS-IL: Looking Back on Learned Experiences For Zero-Shot Incremental
  Learning
ZS-IL: Looking Back on Learned Experiences For Zero-Shot Incremental Learning
Mozhgan Pourkeshavarz
Mohammad Sabokrou
CLLVLM
95
0
0
22 Mar 2021
Catastrophic Forgetting in Deep Graph Networks: an Introductory
  Benchmark for Graph Classification
Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification
Antonio Carta
Andrea Cossu
Federico Errica
D. Bacciu
GNN
121
15
0
22 Mar 2021
Online Lifelong Generalized Zero-Shot Learning
Online Lifelong Generalized Zero-Shot LearningNeural Networks (NN), 2021
C. Gautam
S. Parameswaran
Ashish Mishra
Suresh Sundaram
CLL
199
11
0
19 Mar 2021
Knowledge-Guided Object Discovery with Acquired Deep Impressions
Knowledge-Guided Object Discovery with Acquired Deep ImpressionsAAAI Conference on Artificial Intelligence (AAAI), 2021
Jinyang Yuan
Bin Li
Xiangyang Xue
OCL
234
6
0
19 Mar 2021
Gradient Projection Memory for Continual Learning
Gradient Projection Memory for Continual LearningInternational Conference on Learning Representations (ICLR), 2021
Gobinda Saha
Isha Garg
Kaushik Roy
VLMCLL
278
363
0
17 Mar 2021
Towards Fair Affective Robotics: Continual Learning for Mitigating Bias
  in Facial Expression and Action Unit Recognition
Towards Fair Affective Robotics: Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition
Ozgur Kara
Nikhil Churamani
Hatice Gunes
94
13
0
15 Mar 2021
Domain-Incremental Continual Learning for Mitigating Bias in Facial
  Expression and Action Unit Recognition
Domain-Incremental Continual Learning for Mitigating Bias in Facial Expression and Action Unit RecognitionIEEE Transactions on Affective Computing (TAC), 2021
Nikhil Churamani
Ozgur Kara
Hatice Gunes
159
52
0
15 Mar 2021
Training Networks in Null Space of Feature Covariance for Continual
  Learning
Training Networks in Null Space of Feature Covariance for Continual LearningComputer Vision and Pattern Recognition (CVPR), 2021
Shipeng Wang
Xiaorong Li
Jian Sun
Zongben Xu
CLL
311
185
0
12 Mar 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and
  Disentangled Latent Representations
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent RepresentationsComputer Vision and Pattern Recognition (CVPR), 2021
Umberto Michieli
Pietro Zanuttigh
CLL
271
162
0
10 Mar 2021
Continual Developmental Neurosimulation Using Embodied Computational
  Agents
Continual Developmental Neurosimulation Using Embodied Computational Agents
Bradly Alicea
Rishabh Chakrabarty
Stefan Dvoretskii
Akshara Gopi
A. Lim
Jesse Parent
214
1
0
07 Mar 2021
Learning to Continually Learn Rapidly from Few and Noisy Data
Learning to Continually Learn Rapidly from Few and Noisy Data
N. Kuo
Mehrtash Harandi
Nicolas Fourrier
Christian J. Walder
Gabriela Ferraro
H. Suominen
CLLKELM
109
4
0
06 Mar 2021
Semantic-aware Knowledge Distillation for Few-Shot Class-Incremental
  Learning
Semantic-aware Knowledge Distillation for Few-Shot Class-Incremental LearningComputer Vision and Pattern Recognition (CVPR), 2021
A. Cheraghian
Shafin Rahman
Pengfei Fang
S. Roy
L. Petersson
Mehrtash Harandi
CLL
364
215
0
06 Mar 2021
CAM-GAN: Continual Adaptation Modules for Generative Adversarial
  Networks
CAM-GAN: Continual Adaptation Modules for Generative Adversarial NetworksNeural Information Processing Systems (NeurIPS), 2021
Sakshi Varshney
Vinay Kumar Verma
K. SrijithP.
Lawrence Carin
Piyush Rai
GANCLL
149
24
0
06 Mar 2021
Selective Replay Enhances Learning in Online Continual Analogical
  Reasoning
Selective Replay Enhances Learning in Online Continual Analogical Reasoning
Tyler L. Hayes
Christopher Kanan
CLL
179
23
0
06 Mar 2021
Distilling Causal Effect of Data in Class-Incremental Learning
Distilling Causal Effect of Data in Class-Incremental LearningComputer Vision and Pattern Recognition (CVPR), 2021
Xinting Hu
Kaihua Tang
Chunyan Miao
Xiansheng Hua
Hanwang Zhang
CML
469
198
0
02 Mar 2021
Posterior Meta-Replay for Continual Learning
Posterior Meta-Replay for Continual LearningNeural Information Processing Systems (NeurIPS), 2021
Christian Henning
Maria R. Cervera
Francesco DÁngelo
J. Oswald
Regina Traber
Benjamin Ehret
Seijin Kobayashi
Benjamin Grewe
João Sacramento
CLLBDL
504
72
0
01 Mar 2021
Few-Shot Lifelong Learning
Few-Shot Lifelong LearningAAAI Conference on Artificial Intelligence (AAAI), 2021
Pratik Mazumder
Pravendra Singh
Piyush Rai
CLL
123
142
0
01 Mar 2021
Towards Continual, Online, Self-Supervised Depth
Towards Continual, Online, Self-Supervised Depth
Muhammad Umar Karim Khan
TTACLL
360
2
0
28 Feb 2021
Enabling the Network to Surf the Internet
Enabling the Network to Surf the Internet
Zhuoling Li
Haohan Wang
Tymoteusz Świstek
Weixin Chen
Yuanzheng Li
Haoqian Wang
CLL
214
4
0
24 Feb 2021
Condensed Composite Memory Continual Learning
Condensed Composite Memory Continual LearningIEEE International Joint Conference on Neural Network (IJCNN), 2021
Felix Wiewel
Binh Yang
DD
138
36
0
19 Feb 2021
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