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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
Integral Continual Learning Along the Tangent Vector Field of Tasks
Integral Continual Learning Along the Tangent Vector Field of Tasks
Tianlin Liu
Aditya Golatkar
Stefano Soatto
Alessandro Achille
CLL
254
3
0
23 Nov 2022
CL-CrossVQA: A Continual Learning Benchmark for Cross-Domain Visual
  Question Answering
CL-CrossVQA: A Continual Learning Benchmark for Cross-Domain Visual Question AnsweringIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Yao Zhang
Haokun Chen
A. Frikha
Yezi Yang
Denis Krompass
Gengyuan Zhang
Jindong Gu
Volker Tresp
VLMLRM
203
8
0
19 Nov 2022
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning
ConStruct-VL: Data-Free Continual Structured VL Concepts LearningComputer Vision and Pattern Recognition (CVPR), 2022
James Smith
Paola Cascante-Bonilla
Assaf Arbelle
Donghyun Kim
Yikang Shen
David D. Cox
Diyi Yang
Z. Kira
Rogerio Feris
Leonid Karlinsky
VLM
287
25
0
17 Nov 2022
Beyond Not-Forgetting: Continual Learning with Backward Knowledge
  Transfer
Beyond Not-Forgetting: Continual Learning with Backward Knowledge TransferNeural Information Processing Systems (NeurIPS), 2022
Sen Lin
Li Yang
Deliang Fan
Junshan Zhang
CLL
418
62
0
01 Nov 2022
Federated Continual Learning to Detect Accounting Anomalies in Financial
  Auditing
Federated Continual Learning to Detect Accounting Anomalies in Financial Auditing
Marco Schreyer
Hamed Hemati
Damian Borth
M. Vasarhelyi
FedML
194
6
0
26 Oct 2022
On Robust Incremental Learning over Many Multilingual Steps
On Robust Incremental Learning over Many Multilingual Steps
Karan Praharaj
Irina Matveeva
CLL
160
1
0
25 Oct 2022
Continual Vision-based Reinforcement Learning with Group Symmetries
Continual Vision-based Reinforcement Learning with Group SymmetriesConference on Robot Learning (CoRL), 2022
Shiqi Liu
Mengdi Xu
Piede Huang
Yongkang Liu
K. Oguchi
Ding Zhao
CLLVLM
375
17
0
21 Oct 2022
Schedule-Robust Online Continual Learning
Schedule-Robust Online Continual Learning
Ruohan Wang
Marco Ciccone
Giulia Luise
A. Yapp
Massimiliano Pontil
C. Ciliberto
CLL
214
5
0
11 Oct 2022
A Memory Transformer Network for Incremental Learning
A Memory Transformer Network for Incremental LearningBritish Machine Vision Conference (BMVC), 2022
Ahmet Iscen
Thomas Bird
Mathilde Caron
Alireza Fathi
Cordelia Schmid
CLL
293
15
0
10 Oct 2022
Efficient Meta-Learning for Continual Learning with Taylor Expansion
  Approximation
Efficient Meta-Learning for Continual Learning with Taylor Expansion ApproximationIEEE International Joint Conference on Neural Network (IJCNN), 2022
Xiaohan Zou
Tong Lin
CLL
145
3
0
03 Oct 2022
Task Formulation Matters When Learning Continually: A Case Study in
  Visual Question Answering
Task Formulation Matters When Learning Continually: A Case Study in Visual Question Answering
Mavina Nikandrou
Lu Yu
Alessandro Suglia
Ioannis Konstas
Verena Rieser
OOD
381
7
0
30 Sep 2022
Disentangling Transfer in Continual Reinforcement Learning
Disentangling Transfer in Continual Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2022
Maciej Wołczyk
Michal Zajkac
Razvan Pascanu
Lukasz Kuciñski
Piotr Milo's
CLL
252
34
0
28 Sep 2022
Online Continual Learning via the Meta-learning Update with Multi-scale
  Knowledge Distillation and Data Augmentation
Online Continual Learning via the Meta-learning Update with Multi-scale Knowledge Distillation and Data AugmentationEngineering applications of artificial intelligence (EAAI), 2022
Ya-nan Han
Jian Liu
KELMCLL
232
12
0
12 Sep 2022
Selecting Related Knowledge via Efficient Channel Attention for Online
  Continual Learning
Selecting Related Knowledge via Efficient Channel Attention for Online Continual LearningIEEE International Joint Conference on Neural Network (IJCNN), 2022
Ya-nan Han
Jian Liu
CLL
143
0
0
09 Sep 2022
Reinforced Continual Learning for Graphs
Reinforced Continual Learning for GraphsInternational Conference on Information and Knowledge Management (CIKM), 2022
Appan Rakaraddi
Siew-Kei Lam
Mahardhika Pratama
Marcus Vinícius de Carvalho
CLL
180
31
0
04 Sep 2022
Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task
  Distributions
Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task DistributionsEuropean Conference on Computer Vision (ECCV), 2022
Zhenyi Wang
Li Shen
Le Fang
Qiuling Suo
Dongling Zhan
Tiehang Duan
Mingchen Gao
OODCLL
161
20
0
03 Sep 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay
Gyuhak Kim
Zixuan Ke
Yinan Han
VLMCLLOODD
207
41
0
20 Aug 2022
NOTE: Robust Continual Test-time Adaptation Against Temporal Correlation
NOTE: Robust Continual Test-time Adaptation Against Temporal CorrelationNeural Information Processing Systems (NeurIPS), 2022
Taesik Gong
Jongheon Jeong
Taewon Kim
Yewon Kim
Jinwoo Shin
Sung-Ju Lee
OODTTA
431
168
0
10 Aug 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for
  Domain Incremental Learning
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental LearningNeural Information Processing Systems (NeurIPS), 2022
Yabin Wang
Zhiwu Huang
Xiaopeng Hong
CLLVLM
452
298
0
26 Jul 2022
Balancing Stability and Plasticity through Advanced Null Space in
  Continual Learning
Balancing Stability and Plasticity through Advanced Null Space in Continual LearningEuropean Conference on Computer Vision (ECCV), 2022
Yajing Kong
Liu Liu
Zhen Wang
Dacheng Tao
CLL
150
49
0
25 Jul 2022
Class-incremental Novel Class Discovery
Class-incremental Novel Class DiscoveryEuropean Conference on Computer Vision (ECCV), 2022
Subhankar Roy
Mingxuan Liu
Zhun Zhong
Andrii Zadaianchuk
Elisa Ricci
CLL
306
56
0
18 Jul 2022
Improving Task-free Continual Learning by Distributionally Robust Memory
  Evolution
Improving Task-free Continual Learning by Distributionally Robust Memory EvolutionInternational Conference on Machine Learning (ICML), 2022
Zhenyi Wang
Li Shen
Le Fang
Qiuling Suo
Tiehang Duan
Mingchen Gao
OOD
228
49
0
15 Jul 2022
D-CBRS: Accounting For Intra-Class Diversity in Continual Learning
D-CBRS: Accounting For Intra-Class Diversity in Continual LearningInternational Conference on Information Photonics (ICIP), 2022
Yasin Findik
Farhad Pourkamali-Anaraki
107
1
0
13 Jul 2022
Online Continual Learning of End-to-End Speech Recognition Models
Online Continual Learning of End-to-End Speech Recognition ModelsInterspeech (Interspeech), 2022
Muqiao Yang
Ian Lane
Shinji Watanabe
CLL
157
29
0
11 Jul 2022
Memory Population in Continual Learning via Outlier Elimination
Memory Population in Continual Learning via Outlier Elimination
J. Hurtado
Alain Raymond-Sáez
Vladimir Araujo
Vincenzo Lomonaco
Alvaro Soto
D. Bacciu
396
11
0
04 Jul 2022
Continual Learning with Transformers for Image Classification
Continual Learning with Transformers for Image Classification
Beyza Ermis
Giovanni Zappella
Martin Wistuba
Aditya Rawal
Cédric Archambeau
CLL
185
23
0
28 Jun 2022
Class Impression for Data-free Incremental Learning
Class Impression for Data-free Incremental LearningInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Sana Ayromlou
Purang Abolmaesumi
Teresa S. M. Tsang
Xiaoxiao Li
240
7
0
26 Jun 2022
NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual
  Learning in Sparse Networks
NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse NetworksInternational Conference on Machine Learning (ICML), 2022
Mustafa Burak Gurbuz
C. Dovrolis
CLL
178
52
0
18 Jun 2022
Task-Agnostic Continual Reinforcement Learning: Gaining Insights and
  Overcoming Challenges
Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming Challenges
Massimo Caccia
Jonas W. Mueller
Taesup Kim
Laurent Charlin
Rasool Fakoor
CLL
290
10
0
28 May 2022
Continual evaluation for lifelong learning: Identifying the stability
  gap
Continual evaluation for lifelong learning: Identifying the stability gapInternational Conference on Learning Representations (ICLR), 2022
Matthias De Lange
Gido M. van de Ven
Tinne Tuytelaars
CLL
414
50
0
26 May 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental
  Learning
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental LearningInternational Conference on Learning Representations (ICLR), 2022
Da-Wei Zhou
Qiwen Wang
Han-Jia Ye
De-Chuan Zhan
313
189
0
26 May 2022
Continual Learning with Global Alignment
Continual Learning with Global AlignmentNeural Information Processing Systems (NeurIPS), 2022
Xueying Bai
Jinghuan Shang
Yifan Sun
Niranjan Balasubramanian
CLL
161
1
0
24 May 2022
Cross-lingual Lifelong Learning
Cross-lingual Lifelong LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Meryem M'hamdi
Xiang Ren
Jonathan May
CLL
196
14
0
23 May 2022
Incremental Learning with Differentiable Architecture and Forgetting
  Search
Incremental Learning with Differentiable Architecture and Forgetting SearchIEEE International Joint Conference on Neural Network (IJCNN), 2022
James Smith
Zachary Seymour
Han-Pang Chiu
OODCLLAI4CE
167
4
0
19 May 2022
A Continual Deepfake Detection Benchmark: Dataset, Methods, and
  Essentials
A Continual Deepfake Detection Benchmark: Dataset, Methods, and EssentialsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Chuqiao Li
Zhiwu Huang
D. Paudel
Yabin Wang
Mohamad Shahbazi
Xiaopeng Hong
Luc Van Gool
424
67
0
11 May 2022
Continual Learning for Peer-to-Peer Federated Learning: A Study on
  Automated Brain Metastasis Identification
Continual Learning for Peer-to-Peer Federated Learning: A Study on Automated Brain Metastasis Identification
Yixing Huang
Christoph Bert
Stefan Fischer
Manuel Schmidt
Arnd Dörfler
Andreas Maier
R. Fietkau
F. Putz
FedMLCLLOODMedIm
181
21
0
26 Apr 2022
An Efficient Domain-Incremental Learning Approach to Drive in All
  Weather Conditions
An Efficient Domain-Incremental Learning Approach to Drive in All Weather Conditions
M. Jehanzeb Mirza
Marc Masana
Horst Possegger
Horst Bischof
CLL
227
102
0
19 Apr 2022
Entropy-based Stability-Plasticity for Lifelong Learning
Entropy-based Stability-Plasticity for Lifelong Learning
Vladimir Araujo
J. Hurtado
Alvaro Soto
Marie-Francine Moens
CLL
237
15
0
18 Apr 2022
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot
  Object Detection
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection
Karim Guirguis
Ahmed Hendawy
George Eskandar
Mohamed Abdelsamad
Matthias Kayser
Jürgen Beyerer
134
20
0
11 Apr 2022
Learning to Modulate Random Weights: Neuromodulation-inspired Neural
  Networks For Efficient Continual Learning
Learning to Modulate Random Weights: Neuromodulation-inspired Neural Networks For Efficient Continual Learning
Jinyung Hong
Theodore P. Pavlic
CLL
156
4
0
08 Apr 2022
Re-examining Distillation For Continual Object Detection
Re-examining Distillation For Continual Object DetectionBritish Machine Vision Conference (BMVC), 2022
Eli Verwimp
Kuo Yang
Sarah Parisot
Hong Lanqing
Jingyu Sun
Eduardo Pérez-Pellitero
Matthias De Lange
Tinne Tuytelaars
VLM
293
7
0
04 Apr 2022
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
VLMCLL
314
82
0
31 Mar 2022
Probing Representation Forgetting in Supervised and Unsupervised
  Continual Learning
Probing Representation Forgetting in Supervised and Unsupervised Continual LearningComputer Vision and Pattern Recognition (CVPR), 2022
Mohammad-Javad Davari
Nader Asadi
Sudhir Mudur
Rahaf Aljundi
Eugene Belilovsky
CLLKELM
251
76
0
24 Mar 2022
Tackling Online One-Class Incremental Learning by Removing Negative
  Contrasts
Tackling Online One-Class Incremental Learning by Removing Negative Contrasts
Nader Asadi
Sudhir Mudur
Eugene Belilovsky
CLL
144
4
0
24 Mar 2022
Meta-attention for ViT-backed Continual Learning
Meta-attention for ViT-backed Continual LearningComputer Vision and Pattern Recognition (CVPR), 2022
Mengqi Xue
Haofei Zhang
Mingli Song
Weilong Dai
CLL
153
57
0
22 Mar 2022
Adversarial Counterfactual Augmentation: Application in Alzheimer's
  Disease Classification
Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease ClassificationFrontiers in Radiology (Front. Radiol.), 2022
Tian Xia
Pedro Sanchez
C. Qin
Sotirios A. Tsaftaris
OODMedIm
271
14
0
15 Mar 2022
Memory Efficient Continual Learning with Transformers
Memory Efficient Continual Learning with TransformersNeural Information Processing Systems (NeurIPS), 2022
Beyza Ermis
Giovanni Zappella
Martin Wistuba
Aditya Rawal
Cédric Archambeau
CLL
295
62
0
09 Mar 2022
Increasing Depth of Neural Networks for Life-long Learning
Increasing Depth of Neural Networks for Life-long LearningInformation Fusion (Inf. Fusion), 2022
Jkedrzej Kozal
Michal Wo'zniak
CLL
221
11
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 LearningComputer Vision and Pattern Recognition (CVPR), 2022
Dong Gong
Qingsen Yan
Yuhang Liu
Anton Van Den Hengel
Javen Qinfeng Shi
CLLBDL
210
48
0
21 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
193
6
0
16 Feb 2022
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