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Efficient Lifelong Learning with A-GEM
v1v2 (latest)

Efficient Lifelong Learning with A-GEM

2 December 2018
Arslan Chaudhry
MarcÁurelio Ranzato
Marcus Rohrbach
Mohamed Elhoseiny
    CLL
ArXiv (abs)PDFHTML

Papers citing "Efficient Lifelong Learning with A-GEM"

50 / 949 papers shown
TAME: Task Agnostic Continual Learning using Multiple Experts
TAME: Task Agnostic Continual Learning using Multiple Experts
Haoran Zhu
Maryam Majzoubi
Arihant Jain
A. Choromańska
OOD
181
6
0
08 Oct 2022
Topological Continual Learning with Wasserstein Distance and Barycenter
Topological Continual Learning with Wasserstein Distance and Barycenter
Tananun Songdechakraiwut
Xiaoshuang Yin
B. V. Veen
CLL
88
0
0
06 Oct 2022
Early or Late Fusion Matters: Efficient RGB-D Fusion in Vision
  Transformers for 3D Object Recognition
Early or Late Fusion Matters: Efficient RGB-D Fusion in Vision Transformers for 3D Object RecognitionIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022
Georgios Tziafas
Hamidreza Kasaei
ViT
229
20
0
03 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
Multiple Modes for Continual Learning
Multiple Modes for Continual Learning
Siddhartha Datta
N. Shadbolt
CLLMoMe
208
2
0
29 Sep 2022
A simple but strong baseline for online continual learning: Repeated
  Augmented Rehearsal
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal
Yaqian Zhang
Bernhard Pfahringer
E. Frank
Nikolaos Perrakis
N. Lim
Yunzhe Jia
CLL
307
55
0
28 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
Exploring Example Influence in Continual Learning
Exploring Example Influence in Continual LearningNeural Information Processing Systems (NeurIPS), 2022
Q. Sun
Fan Lyu
Fanhua Shang
Wei Feng
Liang Wan
CLL
241
61
0
25 Sep 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data
  Selection
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection
Tobias Kalb
Björn Mauthe
Jürgen Beyerer
CLL
136
14
0
20 Sep 2022
SparCL: Sparse Continual Learning on the Edge
SparCL: Sparse Continual Learning on the EdgeNeural Information Processing Systems (NeurIPS), 2022
Zifeng Wang
Zheng Zhan
Yifan Gong
Geng Yuan
Wei Niu
T. Jian
Bin Ren
Stratis Ioannidis
Yanzhi Wang
Jennifer Dy
CLL
278
77
0
20 Sep 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning
Learn the Time to Learn: Replay Scheduling in Continual Learning
Marcus Klasson
Hedvig Kjellström
Chen Zhang
CLL
289
9
0
18 Sep 2022
Continual Learning with Dependency Preserving Hypernetworks
Continual Learning with Dependency Preserving HypernetworksIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Dupati Srikar Chandra
Sakshi Varshney
P. K. Srijith
Sunil R. Gupta
CLL
180
10
0
16 Sep 2022
Exploring Domain Incremental Video Highlights Detection with the
  LiveFood Benchmark
Exploring Domain Incremental Video Highlights Detection with the LiveFood BenchmarkAAAI Conference on Artificial Intelligence (AAAI), 2022
Sen Pei
Shixiong Xu
Xiaojie Jin
186
0
0
12 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
Class-Incremental Learning via Knowledge Amalgamation
Class-Incremental Learning via Knowledge Amalgamation
Marcus Vinícius de Carvalho
Mahardhika Pratama
Jie Zhang
Yajuan San
CLL
129
12
0
05 Sep 2022
Scalable Adversarial Online Continual Learning
Scalable Adversarial Online Continual Learning
T. Dam
Mahardhika Pratama
Md Meftahul Ferdaus
S. Anavatti
Hussein Abbas
CLL
170
5
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
164
20
0
03 Sep 2022
Continuous QA Learning with Structured Prompts
Yinhe Zheng
CLL
518
1
0
31 Aug 2022
Beyond Supervised Continual Learning: a Review
Beyond Supervised Continual Learning: a Review
Benedikt Bagus
A. Gepperth
Timothée Lesort
BDLCLL
251
13
0
30 Aug 2022
Sustaining Fairness via Incremental Learning
Sustaining Fairness via Incremental LearningAAAI Conference on Artificial Intelligence (AAAI), 2022
Somnath Basu Roy Chowdhury
Snigdha Chaturvedi
FaMLCLL
364
5
0
25 Aug 2022
Fix-A-Step: Semi-supervised Learning from Uncurated Unlabeled Data
Fix-A-Step: Semi-supervised Learning from Uncurated Unlabeled DataInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022
Zhe Huang
Mary-Joy Sidhom
B. Wessler
M. C. Hughes
217
13
0
25 Aug 2022
Lifelong Learning for Neural powered Mixed Integer Programming
Lifelong Learning for Neural powered Mixed Integer ProgrammingAAAI Conference on Artificial Intelligence (AAAI), 2022
S. Manchanda
Jignesh M. Patel
CLL
257
2
0
24 Aug 2022
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge
Xiaofan Yu
Yunhui Guo
Sicun Gao
Tajana Simunic
CLLSSL
408
21
0
24 Aug 2022
Multi-domain Learning for Updating Face Anti-spoofing Models
Multi-domain Learning for Updating Face Anti-spoofing ModelsEuropean Conference on Computer Vision (ECCV), 2022
Xiao Guo
Yaojie Liu
Anil Jain
Xiaoming Liu
CLLCVBM
160
49
0
23 Aug 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
DLCFT: Deep Linear Continual Fine-Tuning for General Incremental
  Learning
DLCFT: Deep Linear Continual Fine-Tuning for General Incremental LearningEuropean Conference on Computer Vision (ECCV), 2022
Hyounguk Shon
Janghyeon Lee
Seungwook Kim
Junmo Kim
CLL
148
16
0
17 Aug 2022
On the Limitations of Continual Learning for Malware Classification
On the Limitations of Continual Learning for Malware Classification
Mohammad Saidur Rahman
Scott E. Coull
M. Wright
112
23
0
13 Aug 2022
Patching open-vocabulary models by interpolating weights
Patching open-vocabulary models by interpolating weightsNeural Information Processing Systems (NeurIPS), 2022
Gabriel Ilharco
Mitchell Wortsman
S. Gadre
Shuran Song
Hannaneh Hajishirzi
Simon Kornblith
Ali Farhadi
Ludwig Schmidt
VLMKELM
352
202
0
10 Aug 2022
Continual Machine Reading Comprehension via Uncertainty-aware Fixed
  Memory and Adversarial Domain Adaptation
Continual Machine Reading Comprehension via Uncertainty-aware Fixed Memory and Adversarial Domain Adaptation
Zhijing Wu
Hua Xu
Jingliang Fang
Kai Gao
CLL
131
1
0
10 Aug 2022
Class-Incremental Learning with Cross-Space Clustering and Controlled
  Transfer
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferEuropean Conference on Computer Vision (ECCV), 2022
Arjun Ashok
K. J. Joseph
V. Balasubramanian
CLL
205
33
0
07 Aug 2022
Continual Learning for Tumor Classification in Histopathology Images
Continual Learning for Tumor Classification in Histopathology Images
Veena Kaustaban
Qinle Ba
Ipshita Bhattacharya
N. Sobh
Satarupa Mukherjee
James J. Martin
Mohammad Saleh Miri
Christoph Gütter
Amal Chaturvedi
OOD
157
8
0
07 Aug 2022
Relay Hindsight Experience Replay: Self-Guided Continual Reinforcement
  Learning for Sequential Object Manipulation Tasks with Sparse Rewards
Relay Hindsight Experience Replay: Self-Guided Continual Reinforcement Learning for Sequential Object Manipulation Tasks with Sparse RewardsNeurocomputing (Neurocomputing), 2022
Yongle Luo
Yuxin Wang
Kun Dong
Qiaosheng Zhang
Erkang Cheng
Zhiyong Sun
Bo Song
188
30
0
01 Aug 2022
Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric
  Framework for Exemplar-free Class-Incremental Learning
Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning
Chunwei Ma
Zhanghexuan Ji
Ziyun Huang
Yan Shen
Mingchen Gao
Jinhui Xu
275
2
0
28 Jul 2022
Lifelong DP: Consistently Bounded Differential Privacy in Lifelong
  Machine Learning
Lifelong DP: Consistently Bounded Differential Privacy in Lifelong Machine Learning
Phung Lai
Han Hu
Nhathai Phan
Ruoming Jin
My T. Thai
An M. Chen
202
2
0
26 Jul 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
Online Continual Learning with Contrastive Vision Transformer
Online Continual Learning with Contrastive Vision TransformerEuropean Conference on Computer Vision (ECCV), 2022
Zhen Wang
Liu Liu
Yajing Kong
Jiaxian Guo
Dacheng Tao
CLL
172
42
0
24 Jul 2022
AdaptCL: Adaptive Continual Learning for Tackling Heterogeneity in
  Sequential Datasets
AdaptCL: Adaptive Continual Learning for Tackling Heterogeneity in Sequential DatasetsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Yuqing Zhao
Divya Saxena
Jiannong Cao
CLL
276
18
0
22 Jul 2022
Novel Class Discovery without Forgetting
Novel Class Discovery without ForgettingEuropean Conference on Computer Vision (ECCV), 2022
K. J. Joseph
S. Paul
Gaurav Aggarwal
Soma Biswas
Piyush Rai
Kai Han
V. Balasubramanian
CLL
283
53
0
21 Jul 2022
Continual Variational Autoencoder Learning via Online Cooperative
  Memorization
Continual Variational Autoencoder Learning via Online Cooperative MemorizationEuropean Conference on Computer Vision (ECCV), 2022
Fei Ye
A. Bors
CLL
211
22
0
20 Jul 2022
Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis
  in Hyperbolic Geometry
Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic GeometryIEEE transactions on multimedia (IEEE TMM), 2022
Yawen Cui
Zitong Yu
Wei Peng
Tianpeng Liu
CLL
193
21
0
20 Jul 2022
Incremental Task Learning with Incremental Rank Updates
Incremental Task Learning with Incremental Rank UpdatesEuropean Conference on Computer Vision (ECCV), 2022
Rakib Hyder
Ken Shao
Boyu Hou
P. Markopoulos
Ashley Prater-Bennette
M. Salman Asif
CLL
125
16
0
19 Jul 2022
Class-Incremental Lifelong Learning in Multi-Label Classification
Class-Incremental Lifelong Learning in Multi-Label Classification
Kaile Du
Linyan Li
Fan Lyu
Fuyuan Hu
Zhenping Xia
Fenglei Xu
CLL
186
4
0
16 Jul 2022
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on
  Continual Learning and Functional Composition
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition
Jorge Armando Mendez Mendez
Eric Eaton
KELMCLL
282
35
0
15 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
231
49
0
15 Jul 2022
Consistency is the key to further mitigating catastrophic forgetting in
  continual learning
Consistency is the key to further mitigating catastrophic forgetting in continual learning
Prashant Shivaram Bhat
Bahram Zonooz
Elahe Arani
CLL
162
18
0
11 Jul 2022
Learning an evolved mixture model for task-free continual learning
Learning an evolved mixture model for task-free continual learningInternational Conference on Information Photonics (ICIP), 2022
Fei Ye
A. Bors
CLL
202
9
0
11 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
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