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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
Can Continual Learning Improve Long-Tailed Recognition? Toward a Unified
  Framework
Can Continual Learning Improve Long-Tailed Recognition? Toward a Unified Framework
Mahdiyar Molahasani
Michael A. Greenspan
Ali Etemad
124
2
0
23 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
275
35
0
22 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
363
3
0
20 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
239
7
0
14 Jun 2023
One-Shot Machine Unlearning with Mnemonic Code
One-Shot Machine Unlearning with Mnemonic CodeAsian Conference on Machine Learning (ACML), 2023
Tomoya Yamashita
Masanori Yamada
Takashi Shibata
MU
115
2
0
09 Jun 2023
Learning Representations on the Unit Sphere: Investigating Angular
  Gaussian and von Mises-Fisher Distributions for Online Continual Learning
Learning Representations on the Unit Sphere: Investigating Angular Gaussian and von Mises-Fisher Distributions for Online Continual LearningAAAI Conference on Artificial Intelligence (AAAI), 2023
Nicolas Michel
Giovanni Chierchia
Romain Negrel
J. Bercher
196
13
0
06 Jun 2023
LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning
LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot LearningNeural Information Processing Systems (NeurIPS), 2023
Bo Liu
Yifeng Zhu
Chongkai Gao
Yihao Feng
Qian Liu
Yuke Zhu
Peter Stone
CLL
608
472
0
05 Jun 2023
Overcoming the Stability Gap in Continual Learning
Overcoming the Stability Gap in Continual Learning
Md Yousuf Harun
Christopher Kanan
AI4CE
483
14
0
02 Jun 2023
Approximate Bayesian Class-Conditional Models under Continuous
  Representation Shift
Approximate Bayesian Class-Conditional Models under Continuous Representation ShiftInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Thomas L. Lee
Amos Storkey
BDL
263
4
0
30 May 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
196
2
0
30 May 2023
Prediction Error-based Classification for Class-Incremental Learning
Prediction Error-based Classification for Class-Incremental LearningInternational Conference on Learning Representations (ICLR), 2023
Michal Zajkac
Tinne Tuytelaars
Gido M. van de Ven
CLL
277
12
0
30 May 2023
Learning without Forgetting for Vision-Language Models
Learning without Forgetting for Vision-Language ModelsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Da-Wei Zhou
Yuanhan Zhang
Jingyi Ning
Jingyi Ning
De-Chuan Zhan
De-Chuan Zhan
Ziwei Liu
VLMCLL
380
74
0
30 May 2023
SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired
  Continual Learning
SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual LearningInternational Conference on Development and Learning (ICDL), 2023
Mustafa Burak Gurbuz
J. M. Moorman
Constantinos Dovrolis
CLL
154
0
0
29 May 2023
Continual Task Allocation in Meta-Policy Network via Sparse Prompting
Continual Task Allocation in Meta-Policy Network via Sparse PromptingInternational Conference on Machine Learning (ICML), 2023
Yijun Yang
Tianyi Zhou
Jing Jiang
Guodong Long
Yuhui Shi
CLLOffRL
306
13
0
29 May 2023
DeCoR: Defy Knowledge Forgetting by Predicting Earlier Audio Codes
DeCoR: Defy Knowledge Forgetting by Predicting Earlier Audio CodesInterspeech (Interspeech), 2023
Xilin Jiang
Yinghao Aaron Li
N. Mesgarani
CLL
113
1
0
29 May 2023
Backdoor Attacks Against Incremental Learners: An Empirical Evaluation
  Study
Backdoor Attacks Against Incremental Learners: An Empirical Evaluation Study
Yiqi Zhong
Xianming Liu
Deming Zhai
Junjun Jiang
Xiang Ji
AAML
111
3
0
28 May 2023
Summarizing Stream Data for Memory-Constrained Online Continual Learning
Summarizing Stream Data for Memory-Constrained Online Continual LearningAAAI Conference on Artificial Intelligence (AAAI), 2023
Jianyang Gu
Kai Wang
Wei Jiang
Yang You
DD
299
22
0
26 May 2023
Batch Model Consolidation: A Multi-Task Model Consolidation Framework
Batch Model Consolidation: A Multi-Task Model Consolidation FrameworkComputer Vision and Pattern Recognition (CVPR), 2023
Iordanis Fostiropoulos
Jiaye Zhu
Laurent Itti
MoMeCLL
170
3
0
25 May 2023
Overcoming Catastrophic Forgetting in Massively Multilingual Continual
  Learning
Overcoming Catastrophic Forgetting in Massively Multilingual Continual LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Genta Indra Winata
Lingjue Xie
Karthik Radhakrishnan
Shijie Wu
Xisen Jin
Pengxiang Cheng
Mayank Kulkarni
Daniel Preoţiuc-Pietro
CLL
257
29
0
25 May 2023
Condensed Prototype Replay for Class Incremental Learning
Condensed Prototype Replay for Class Incremental Learning
Jiangtao Kong
Zhenyu Zong
Wanrong Zhu
Huajie Shao
221
2
0
25 May 2023
Camera-Incremental Object Re-Identification with Identity Knowledge
  Evolution
Camera-Incremental Object Re-Identification with Identity Knowledge EvolutionIEEE transactions on multimedia (IEEE TMM), 2023
Hantao Yao
Lu Yu
Jifei Luo
Changsheng Xu
208
1
0
25 May 2023
SketchOGD: Memory-Efficient Continual Learning
SketchOGD: Memory-Efficient Continual Learning
Benjamin Wright
Youngjae Min
Jeremy Bernstein
Navid Azizan
CLL
344
1
0
25 May 2023
Lightweight Learner for Shared Knowledge Lifelong Learning
Lightweight Learner for Shared Knowledge Lifelong Learning
Yunhao Ge
Yuecheng Li
Di Wu
Ao Xu
Adam M. Jones
...
Gozde Sahin
Shuo Ni
Kiran Lekkala
Sumedh Anand Sontakke
Laurent Itti
CLL
176
13
0
24 May 2023
Meta-Learning Online Adaptation of Language Models
Meta-Learning Online Adaptation of Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Nathan J. Hu
E. Mitchell
Christopher D. Manning
Chelsea Finn
KELM
291
43
0
24 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
192
33
0
24 May 2023
IBCL: Zero-shot Model Generation under Stability-Plasticity Trade-offs
IBCL: Zero-shot Model Generation under Stability-Plasticity Trade-offs
Pengyuan Lu
Michele Caprio
Eric Eaton
Insup Lee
VLM
417
3
0
24 May 2023
OER: Offline Experience Replay for Continual Offline Reinforcement
  Learning
OER: Offline Experience Replay for Continual Offline Reinforcement LearningEuropean Conference on Artificial Intelligence (ECAI), 2023
Sibo Gai
Xuetao Zhang
Li He
CLLOffRL
263
4
0
23 May 2023
Enhancing Accuracy and Robustness through Adversarial Training in Class
  Incremental Continual Learning
Enhancing Accuracy and Robustness through Adversarial Training in Class Incremental Continual Learning
Minchan Kwon
Kangil Kim
AAML
96
1
0
23 May 2023
InstructAlign: High-and-Low Resource Language Alignment via Continual
  Crosslingual Instruction Tuning
InstructAlign: High-and-Low Resource Language Alignment via Continual Crosslingual Instruction Tuning
Samuel Cahyawijaya
Holy Lovenia
Tiezheng Yu
Willy Chung
Pascale Fung
ALM
226
19
0
23 May 2023
Continual Learning with Strong Experience Replay
Continual Learning with Strong Experience Replay
Tao Zhuo
Zhiyong Cheng
Zan Gao
Hehe Fan
Mohan S. Kankanhalli
CLLVLM
195
7
0
23 May 2023
Lifelong Language Pretraining with Distribution-Specialized Experts
Lifelong Language Pretraining with Distribution-Specialized ExpertsInternational Conference on Machine Learning (ICML), 2023
Wuyang Chen
Yan-Quan Zhou
Nan Du
Yanping Huang
James Laudon
Zhiwen Chen
Claire Cu
KELM
313
77
0
20 May 2023
Rapid Adaptation in Online Continual Learning: Are We Evaluating It
  Right?
Rapid Adaptation in Online Continual Learning: Are We Evaluating It Right?IEEE International Conference on Computer Vision (ICCV), 2023
Hasan Hammoud
Christian Schroeder de Witt
Ser-Nam Lim
Juil Sock
Adel Bibi
Guohao Li
CLL
286
21
0
16 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
382
40
0
16 May 2023
Continual Multimodal Knowledge Graph Construction
Continual Multimodal Knowledge Graph ConstructionInternational Joint Conference on Artificial Intelligence (IJCAI), 2023
Xiang Chen
Jintian Zhang
Xiaohan Wang
Ningyu Zhang
Tongtong Wu
Luo Si
Yongheng Wang
Huajun Chen
KELMCLL
239
22
0
15 May 2023
DAC-MR: Data Augmentation Consistency Based Meta-Regularization for
  Meta-Learning
DAC-MR: Data Augmentation Consistency Based Meta-Regularization for Meta-Learning
Jun Shu
Xiang Yuan
Deyu Meng
Zongben Xu
283
5
0
13 May 2023
Improving Continual Relation Extraction by Distinguishing Analogous
  Semantics
Improving Continual Relation Extraction by Distinguishing Analogous SemanticsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Wenzheng Zhao
Yuanning Cui
Wei Hu
CLL
191
29
0
11 May 2023
Serial Contrastive Knowledge Distillation for Continual Few-shot
  Relation Extraction
Serial Contrastive Knowledge Distillation for Continual Few-shot Relation ExtractionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Xin-Yue Wang
Zitao Wang
Wei Hu
CLLBDL
216
25
0
11 May 2023
Domain Incremental Lifelong Learning in an Open World
Domain Incremental Lifelong Learning in an Open WorldAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Yinpei Dai
Hao Lang
Yinhe Zheng
Yu Bowen
Fei Huang
Yongbin Li
CLL
195
5
0
11 May 2023
Accelerating Batch Active Learning Using Continual Learning Techniques
Accelerating Batch Active Learning Using Continual Learning Techniques
Arnav M. Das
Gantavya Bhatt
M. Bhalerao
Vianne R. Gao
Rui Yang
J. Bilmes
VLMCLL
195
12
0
10 May 2023
Active Continual Learning: On Balancing Knowledge Retention and
  Learnability
Active Continual Learning: On Balancing Knowledge Retention and LearnabilityApplied Informatics (AI), 2023
Thuy-Trang Vu
Shahram Khadivi
Mahsa Ghorbanali
Dinh Q. Phung
Gholamreza Haffari
CLL
126
4
0
06 May 2023
DualHSIC: HSIC-Bottleneck and Alignment for Continual Learning
DualHSIC: HSIC-Bottleneck and Alignment for Continual LearningInternational Conference on Machine Learning (ICML), 2023
Zifeng Wang
Zheng Zhan
Yifan Gong
Yucai Shao
Stratis Ioannidis
Yanzhi Wang
Jennifer Dy
CLL
247
19
0
30 Apr 2023
Gradient-based Maximally Interfered Retrieval for Domain Incremental 3D
  Object Detection
Gradient-based Maximally Interfered Retrieval for Domain Incremental 3D Object DetectionCanadian Conference on Computer and Robot Vision (CRV), 2023
Barza Nisar
Hruday Vishal Kanna Anand
Steven L. Waslander
236
2
0
27 Apr 2023
SequeL: A Continual Learning Library in PyTorch and JAX
SequeL: A Continual Learning Library in PyTorch and JAX
Nikolaos Dimitriadis
François Fleuret
P. Frossard
175
1
0
21 Apr 2023
A baseline on continual learning methods for video action recognition
A baseline on continual learning methods for video action recognitionInternational Conference on Information Photonics (ICIP), 2023
Giulia Castagnolo
C. Spampinato
Francesco Rundo
Daniela Giordano
S. Palazzo
CLL
150
3
0
20 Apr 2023
Regularizing Second-Order Influences for Continual Learning
Regularizing Second-Order Influences for Continual LearningComputer Vision and Pattern Recognition (CVPR), 2023
Zhicheng Sun
Yadong Mu
G. Hua
CLL
218
34
0
20 Apr 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
194
22
0
20 Apr 2023
Adapter Learning in Pretrained Feature Extractor for Continual Learning
  of Diseases
Adapter Learning in Pretrained Feature Extractor for Continual Learning of DiseasesInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Wentao Zhang
Yujun Huang
Tong Zhang
Qingsong Zou
Weishi Zheng
Ruixuan Wang
CLLMedIm
239
23
0
18 Apr 2023
A Study of Biologically Plausible Neural Network: The Role and
  Interactions of Brain-Inspired Mechanisms in Continual Learning
A Study of Biologically Plausible Neural Network: The Role and Interactions of Brain-Inspired Mechanisms in Continual Learning
F. Sarfraz
Elahe Arani
Bahram Zonooz
180
3
0
13 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
Few-shot Class-incremental Learning for Cross-domain Disease
  Classification
Few-shot Class-incremental Learning for Cross-domain Disease Classification
Han Yang
Weijian Huang
Jiarun Liu
Cheng Li
Shanshan Wang
CLL
186
4
0
12 Apr 2023
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