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On Tiny Episodic Memories in Continual Learning
v1v2v3v4 (latest)

On Tiny Episodic Memories in Continual Learning

27 February 2019
Arslan Chaudhry
Marcus Rohrbach
Mohamed Elhoseiny
Thalaiyasingam Ajanthan
P. Dokania
Juil Sock
MarcÁurelio Ranzato
    CLL
ArXiv (abs)PDFHTML

Papers citing "On Tiny Episodic Memories in Continual Learning"

50 / 270 papers shown
Visually Grounded Continual Language Learning with Selective
  Specialization
Visually Grounded Continual Language Learning with Selective SpecializationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Kyra Ahrens
Lennart Bengtson
Jae Hee Lee
Stefan Wermter
306
0
0
24 Oct 2023
Orthogonal Subspace Learning for Language Model Continual Learning
Orthogonal Subspace Learning for Language Model Continual LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Xiao Wang
Tianze Chen
Qiming Ge
Han Xia
Rong Bao
Rui Zheng
Tao Gui
Tao Gui
Xuanjing Huang
CLL
279
182
0
22 Oct 2023
Prior-Free Continual Learning with Unlabeled Data in the Wild
Prior-Free Continual Learning with Unlabeled Data in the Wild
Tao Zhuo
Zhiyong Cheng
Hehe Fan
Mohan S. Kankanhalli
VLMCLL
201
2
0
16 Oct 2023
Diversifying the Mixture-of-Experts Representation for Language Models
  with Orthogonal Optimizer
Diversifying the Mixture-of-Experts Representation for Language Models with Orthogonal Optimizer
Boan Liu
Liang Ding
Li Shen
Keqin Peng
Yu Cao
Dazhao Cheng
Dacheng Tao
MoE
199
19
0
15 Oct 2023
Continual Learning via Manifold Expansion Replay
Continual Learning via Manifold Expansion ReplayIEEE International Conference on Systems, Man and Cybernetics (SMC), 2023
Zihao Xu
Xuan Tang
Yufei Shi
Jianfeng Zhang
Jian Yang
Xiao He
Xian Wei
KELMCLL
133
4
0
12 Oct 2023
A Survey of Incremental Transfer Learning: Combining Peer-to-Peer
  Federated Learning and Domain Incremental Learning for Multicenter
  Collaboration
A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter Collaboration
Yixing Huang
Christoph Bert
Rostislav Makarov
Alexander Alenin
Andreas Maier
F. Putz
FedMLCLL
298
4
0
29 Sep 2023
E2Net: Resource-Efficient Continual Learning with Elastic Expansion
  Network
E2Net: Resource-Efficient Continual Learning with Elastic Expansion Network
Ruiqi Liu
Boyu Diao
Libo Huang
Zhulin An
Yongjun Xu
CLL
195
0
0
28 Sep 2023
Person Re-Identification for Robot Person Following with Online
  Continual Learning
Person Re-Identification for Robot Person Following with Online Continual LearningIEEE Robotics and Automation Letters (RA-L), 2023
Hanjing Ye
Jieting Zhao
Yu Zhan
Weinan Chen
Li He
Kuanqi Cai
247
16
0
21 Sep 2023
Looking through the past: better knowledge retention for generative
  replay in continual learning
Looking through the past: better knowledge retention for generative replay in continual learning
Valeriya Khan
Sebastian Cygert
Kamil Deja
Tomasz Trzciñski
Bartlomiej Twardowski
193
8
0
18 Sep 2023
A Natural Gas Consumption Forecasting System for Continual Learning
  Scenarios based on Hoeffding Trees with Change Point Detection Mechanism
A Natural Gas Consumption Forecasting System for Continual Learning Scenarios based on Hoeffding Trees with Change Point Detection MechanismKnowledge-Based Systems (KBS), 2023
Radek Svoboda
Sebastian Basterrech
Jędrzej Kozal
Jan Platoš
Michal Wo'zniak
297
6
0
07 Sep 2023
Continual Learning From a Stream of APIs
Continual Learning From a Stream of APIsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Enneng Yang
Zhenyi Wang
Li Shen
Nan Yin
Tongliang Liu
Guibing Guo
Xingwei Wang
Dacheng Tao
CLL
279
5
0
31 Aug 2023
GRASP: A Rehearsal Policy for Efficient Online Continual Learning
GRASP: A Rehearsal Policy for Efficient Online Continual Learning
Md Yousuf Harun
Jhair Gallardo
Junyu Chen
Christopher Kanan
CLL
351
14
0
25 Aug 2023
Exemplar-Free Continual Transformer with Convolutions
Exemplar-Free Continual Transformer with ConvolutionsIEEE International Conference on Computer Vision (ICCV), 2023
Anurag Roy
Vinay Kumar Verma
Sravan Voonna
Kripabandhu Ghosh
Saptarshi Ghosh
Abir Das
CLLBDL
160
13
0
22 Aug 2023
A Fusion of Variational Distribution Priors and Saliency Map Replay for
  Continual 3D Reconstruction
A Fusion of Variational Distribution Priors and Saliency Map Replay for Continual 3D Reconstruction
Sanchar Palit
S. Biswas
178
0
0
17 Aug 2023
CTP: Towards Vision-Language Continual Pretraining via Compatible
  Momentum Contrast and Topology Preservation
CTP: Towards Vision-Language Continual Pretraining via Compatible Momentum Contrast and Topology PreservationIEEE International Conference on Computer Vision (ICCV), 2023
Hongguang Zhu
Yunchao Wei
Xiaodan Liang
Chunjie Zhang
Yao-Min Zhao
VLM
131
35
0
14 Aug 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual
  Learning
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Zhenyi Wang
Enneng Yang
Li Shen
Heng-Chiao Huang
KELMMU
253
83
0
16 Jul 2023
EgoAdapt: A multi-stream evaluation study of adaptation to real-world
  egocentric user video
EgoAdapt: A multi-stream evaluation study of adaptation to real-world egocentric user video
Matthias De Lange
H. Eghbalzadeh
Reuben Tan
Michael L. Iuzzolino
Franziska Meier
Karl Ridgeway
EgoV
147
1
0
11 Jul 2023
Domain-Agnostic Neural Architecture for Class Incremental Continual
  Learning in Document Processing Platform
Domain-Agnostic Neural Architecture for Class Incremental Continual Learning in Document Processing PlatformAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Mateusz Wójcik
Witold Ko'sciukiewicz
Mateusz Baran
Tomasz Kajdanowicz
Adam Gonczarek
CLL
207
2
0
11 Jul 2023
Continual Learning as Computationally Constrained Reinforcement Learning
Continual Learning as Computationally Constrained Reinforcement Learning
Saurabh Kumar
Henrik Marklund
Anand Srinivasa Rao
Yifan Zhu
Hong Jun Jeon
Yueyang Liu
Benjamin Van Roy
CLL
346
36
0
10 Jul 2023
Improving Online Continual Learning Performance and Stability with
  Temporal Ensembles
Improving Online Continual Learning Performance and Stability with Temporal Ensembles
Albin Soutif--Cormerais
Antonio Carta
Joost van de Weijer
CLL
275
15
0
29 Jun 2023
Learnability and Algorithm for Continual Learning
Learnability and Algorithm for Continual LearningInternational Conference on Machine Learning (ICML), 2023
Gyuhak Kim
Changnan Xiao
Tatsuya Konishi
Yinan Han
CLL
273
35
0
22 Jun 2023
Continual Learners are Incremental Model Generalizers
Continual Learners are Incremental Model GeneralizersInternational Conference on Machine Learning (ICML), 2023
Jaehong Yoon
Sung Ju Hwang
Yu Cao
CLL
204
6
0
21 Jun 2023
Progressive Fourier Neural Representation for Sequential Video
  Compilation
Progressive Fourier Neural Representation for Sequential Video CompilationInternational Conference on Learning Representations (ICLR), 2023
Haeyong Kang
Jaehong Yoon
Dahyun Kim
Sung Ju Hwang
Chang D. Yoo
AI4TS
358
3
0
20 Jun 2023
Studying Generalization on Memory-Based Methods in Continual Learning
Studying Generalization on Memory-Based Methods in Continual Learning
Felipe del-Rio
J. Hurtado
Cristian-Radu Buc
Alvaro Soto
Vincenzo Lomonaco
BDL
240
3
0
16 Jun 2023
Heterogeneous Continual Learning
Heterogeneous Continual LearningComputer Vision and Pattern Recognition (CVPR), 2023
Divyam Madaan
Hongxu Yin
Wonmin Byeon
Jan Kautz
Pavlo Molchanov
CLL
236
7
0
14 Jun 2023
Kalman Filter for Online Classification of Non-Stationary Data
Kalman Filter for Online Classification of Non-Stationary DataInternational Conference on Learning Representations (ICLR), 2023
Michalis K. Titsias
Alexandre Galashov
Amal Rannen-Triki
Razvan Pascanu
Yee Whye Teh
J. Bornschein
CLLBDL
282
12
0
14 Jun 2023
Overcoming the Stability Gap in Continual Learning
Overcoming the Stability Gap in Continual Learning
Md Yousuf Harun
Christopher Kanan
AI4CE
462
14
0
02 Jun 2023
Sit Back and Relax: Learning to Drive Incrementally in All Weather
  Conditions
Sit Back and Relax: Learning to Drive Incrementally in All Weather Conditions
Stefan Leitner
M. Jehanzeb Mirza
Wei Lin
Jakub Micorek
Marc Masana
Mateusz Koziñski
Horst Possegger
Horst Bischof
CLL
192
2
0
30 May 2023
Dealing with Cross-Task Class Discrimination in Online Continual
  Learning
Dealing with Cross-Task Class Discrimination in Online Continual LearningComputer Vision and Pattern Recognition (CVPR), 2023
Yiduo Guo
Bing-Quan Liu
Dongyan Zhao
CLL
188
33
0
24 May 2023
Online Continual Learning Without the Storage Constraint
Online Continual Learning Without the Storage Constraint
Christian Schroeder de Witt
Yong Deng
P. Dokania
Juil Sock
V. Koltun
Ozan Sener
CLL
375
40
0
16 May 2023
Open-World Continual Learning: Unifying Novelty Detection and Continual
  Learning
Open-World Continual Learning: Unifying Novelty Detection and Continual LearningArtificial Intelligence (AIJ), 2023
Gyuhak Kim
Changnan Xiao
Tatsuya Konishi
Zixuan Ke
Yinan Han
CLLOODD
191
22
0
20 Apr 2023
Continual Diffusion: Continual Customization of Text-to-Image Diffusion
  with C-LoRA
Continual Diffusion: Continual Customization of Text-to-Image Diffusion with C-LoRA
James Smith
Yen-Chang Hsu
Lingyu Zhang
Ting Hua
Z. Kira
Yilin Shen
Hongxia Jin
DiffM
447
143
0
12 Apr 2023
Online Distillation with Continual Learning for Cyclic Domain Shifts
Online Distillation with Continual Learning for Cyclic Domain Shifts
Joachim Houyon
A. Cioppa
Yasir Ghunaim
Motasem Alfarra
Anaïs Halin
Maxim Henry
Guohao Li
Marc Van Droogenbroeck
CLL
152
9
0
03 Apr 2023
Forget-free Continual Learning with Soft-Winning SubNetworks
Forget-free Continual Learning with Soft-Winning SubNetworks
Haeyong Kang
Jaehong Yoon
Sultan Rizky Hikmawan Madjid
Sung Ju Hwang
Chang D. Yoo
CLL
228
7
0
27 Mar 2023
Prototype-Sample Relation Distillation: Towards Replay-Free Continual
  Learning
Prototype-Sample Relation Distillation: Towards Replay-Free Continual LearningInternational Conference on Machine Learning (ICML), 2023
Nader Asadi
Mohammad Davar
Sudhir Mudur
Rahaf Aljundi
Eugene Belilovsky
CLL
202
56
0
26 Mar 2023
Preserving Linear Separability in Continual Learning by Backward Feature
  Projection
Preserving Linear Separability in Continual Learning by Backward Feature ProjectionComputer Vision and Pattern Recognition (CVPR), 2023
Qiao Gu
Dongsub Shim
Florian Shkurti
CLLKELM
236
17
0
26 Mar 2023
Continual Learning in the Presence of Spurious Correlation
Continual Learning in the Presence of Spurious Correlation
Donggyu Lee
Sangwon Jung
Taesup Moon
CLL
234
1
0
21 Mar 2023
Computationally Budgeted Continual Learning: What Does Matter?
Computationally Budgeted Continual Learning: What Does Matter?Computer Vision and Pattern Recognition (CVPR), 2023
Christian Schroeder de Witt
Hasan Hammoud
P. Dokania
Juil Sock
Ser-Nam Lim
Guohao Li
Adel Bibi
CLL
164
77
0
20 Mar 2023
SIESTA: Efficient Online Continual Learning with Sleep
SIESTA: Efficient Online Continual Learning with Sleep
Md Yousuf Harun
Jhair Gallardo
Tyler L. Hayes
Ronald Kemker
Christopher Kanan
CLL
387
26
0
19 Mar 2023
Steering Prototypes with Prompt-tuning for Rehearsal-free Continual
  Learning
Steering Prototypes with Prompt-tuning for Rehearsal-free Continual LearningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Zhuowei Li
Long Zhao
Zizhao Zhang
Han Zhang
Diya Liu
Ting Liu
Dimitris N. Metaxas
CLLVLM
268
32
0
16 Mar 2023
Continual Learning with Scaled Gradient Projection
Continual Learning with Scaled Gradient ProjectionAAAI Conference on Artificial Intelligence (AAAI), 2023
Gobinda Saha
Kaushik Roy
CLL
211
36
0
02 Feb 2023
Real-Time Evaluation in Online Continual Learning: A New Hope
Real-Time Evaluation in Online Continual Learning: A New HopeComputer Vision and Pattern Recognition (CVPR), 2023
Yasir Ghunaim
Adel Bibi
Kumail Alhamoud
Motasem Alfarra
Hasan Hammoud
Christian Schroeder de Witt
Juil Sock
Guohao Li
CLL
512
57
0
02 Feb 2023
Online Continual Learning via the Knowledge Invariant and Spread-out
  Properties
Online Continual Learning via the Knowledge Invariant and Spread-out PropertiesExpert systems with applications (ESWA), 2022
Ya-nan Han
Jian Liu
CLL
191
9
0
02 Feb 2023
Continual Learning for Predictive Maintenance: Overview and Challenges
Continual Learning for Predictive Maintenance: Overview and ChallengesIntelligent Systems with Applications (ISA), 2023
J. Hurtado
Dario Salvati
Rudy Semola
Mattia Bosio
Vincenzo Lomonaco
170
52
0
29 Jan 2023
Restricted Orthogonal Gradient Projection for Continual Learning
Restricted Orthogonal Gradient Projection for Continual LearningAI Open (AO), 2023
Zeyuan Yang
Zonghan Yang
Peng Li
Yang Liu
CLL
221
6
0
28 Jan 2023
Effective Decision Boundary Learning for Class Incremental Learning
Effective Decision Boundary Learning for Class Incremental Learning
Chaoyue Ding
Kunchi Li
Jun Wan
Shan Yu
CLL
282
1
0
12 Jan 2023
Self-supervised On-device Federated Learning from Unlabeled Streams
Self-supervised On-device Federated Learning from Unlabeled StreamsIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2022
Jiahe Shi
Yawen Wu
Dewen Zeng
Jun Tao
Jingtong Hu
Yiyu Shi
FedML
279
8
0
02 Dec 2022
Continual Learning with Optimal Transport based Mixture Model
Continual Learning with Optimal Transport based Mixture Model
Quyen Tran
Hoang Phan
Khoat Than
Dinh Q. Phung
Trung Le
CLL
151
1
0
30 Nov 2022
Neural Architecture for Online Ensemble Continual Learning
Neural Architecture for Online Ensemble Continual Learning
Mateusz Wójcik
Witold Ko'sciukiewicz
Tomasz Kajdanowicz
Adam Gonczarek
CLL
254
1
0
27 Nov 2022
CODA-Prompt: COntinual Decomposed Attention-based Prompting for
  Rehearsal-Free Continual Learning
CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual LearningComputer Vision and Pattern Recognition (CVPR), 2022
James Smith
Leonid Karlinsky
V. Gutta
Paola Cascante-Bonilla
Donghyun Kim
Assaf Arbelle
Yikang Shen
Rogerio Feris
Z. Kira
CLLVPVLMVLM
340
443
0
23 Nov 2022
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