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2106.08085
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Natural continual learning: success is a journey, not (just) a destination
15 June 2021
Ta-Chu Kao
Kristopher T. Jensen
Gido M. van de Ven
A. Bernacchia
Guillaume Hennequin
CLL
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Papers citing
"Natural continual learning: success is a journey, not (just) a destination"
31 / 31 papers shown
Title
Autoencoder-Based Hybrid Replay for Class-Incremental Learning
M. Nori
Il Kim
Guanghui Wang
CLL
50
0
0
09 May 2025
Task-conditioned Ensemble of Expert Models for Continuous Learning
Renu Sharma
Debasmita Pal
Arun Ross
OOD
KELM
148
0
0
11 Apr 2025
BECAME: BayEsian Continual Learning with Adaptive Model MErging
Mei Li
Yuxiang Lu
Qinyan Dai
Suizhi Huang
Yue Ding
Hongtao Lu
CLL
MoMe
44
0
0
03 Apr 2025
Incremental Object Keypoint Learning
Mingfu Liang
Jiahuan Zhou
Xu Zou
Ying Wu
CLL
77
0
0
26 Mar 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning
Saleh Momeni
Bing Liu
CLL
84
1
0
17 Feb 2025
On the Computation of the Fisher Information in Continual Learning
Gido M. van de Ven
FedML
50
1
0
17 Feb 2025
Online Curvature-Aware Replay: Leveraging
2
n
d
\mathbf{2^{nd}}
2
nd
Order Information for Online Continual Learning
Edoardo Urettini
Antonio Carta
68
0
0
03 Feb 2025
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning
Hongye Xu
Jan Wasilewski
Bartosz Krawczyk
CLL
84
0
0
19 Dec 2024
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings
M. Nori
Il Kim
CLL
44
3
0
28 Oct 2024
Unified Gradient-Based Machine Unlearning with Remain Geometry Enhancement
Zhehao Huang
Xinwen Cheng
JingHao Zheng
Haoran Wang
Zhengbao He
Tao Li
X. Huang
MU
40
5
0
29 Sep 2024
A Unified and General Framework for Continual Learning
Zhenyi Wang
Yan Li
Li Shen
Heng-Chiao Huang
CLL
32
17
0
20 Mar 2024
Decentralized and Lifelong-Adaptive Multi-Agent Collaborative Learning
Shuo Tang
Rui Ye
Chenxin Xu
Xiaowen Dong
Siheng Chen
Yanfeng Wang
38
0
0
11 Mar 2024
Continual Learning and Catastrophic Forgetting
Gido M. van de Ven
Nicholas Soures
Dhireesha Kudithipudi
32
48
0
08 Mar 2024
Layerwise Proximal Replay: A Proximal Point Method for Online Continual Learning
Jason Yoo
Yunpeng Liu
Frank D. Wood
Geoff Pleiss
CLL
19
5
0
14 Feb 2024
Infinite dSprites for Disentangled Continual Learning: Separating Memory Edits from Generalization
Sebastian Dziadzio
cCaugatay Yildiz
Gido M. van de Ven
Tomasz Trzciñski
Tinne Tuytelaars
Matthias Bethge
19
1
0
27 Dec 2023
Continual Learning through Networks Splitting and Merging with Dreaming-Meta-Weighted Model Fusion
Yi Sun
Xin Xu
Jian Li
Guanglei Xie
Yifei Shi
Qiang Fang
CLL
MoMe
26
1
0
12 Dec 2023
Two Complementary Perspectives to Continual Learning: Ask Not Only What to Optimize, But Also How
Timm Hess
Tinne Tuytelaars
Gido M. van de Ven
36
7
0
08 Nov 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning
Zhenyi Wang
Enneng Yang
Li Shen
Heng-Chiao Huang
KELM
MU
31
47
0
16 Jul 2023
Learning Expressive Priors for Generalization and Uncertainty Estimation in Neural Networks
Dominik Schnaus
Jongseok Lee
Daniel Cremers
Rudolph Triebel
UQCV
BDL
38
1
0
15 Jul 2023
Continual Learning with Scaled Gradient Projection
Gobinda Saha
Kaushik Roy
CLL
11
26
0
02 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application
Liyuan Wang
Xingxing Zhang
Hang Su
Jun Zhu
KELM
CLL
36
598
0
31 Jan 2023
Restricted Orthogonal Gradient Projection for Continual Learning
Zeyuan Yang
Zonghan Yang
Peng Li
Yang Liu
CLL
24
4
0
28 Jan 2023
Hierarchically Structured Task-Agnostic Continual Learning
Heinke Hihn
Daniel A. Braun
BDL
CLL
19
8
0
14 Nov 2022
Biologically-Inspired Continual Learning of Human Motion Sequences
Joachim Ott
Shihao Liu
27
0
0
02 Nov 2022
Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer
Sen Lin
Li Yang
Deliang Fan
Junshan Zhang
CLL
111
42
0
01 Nov 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning
Marcus Klasson
Hedvig Kjellström
Chen Zhang
CLL
21
9
0
18 Sep 2022
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
KELM
CLL
26
27
0
15 Jul 2022
Continual evaluation for lifelong learning: Identifying the stability gap
Matthias De Lange
Gido M. van de Ven
Tinne Tuytelaars
CLL
88
41
0
26 May 2022
Logarithmic Continual Learning
Wojciech Masarczyk
Pawel Wawrzyñski
Daniel Marczak
Kamil Deja
Tomasz Trzciñski
16
4
0
17 Jan 2022
Mixture-of-Variational-Experts for Continual Learning
Y. Yin
Yu Wang
CLL
FedML
17
6
0
25 Oct 2021
Energy-Based Models for Continual Learning
Shuang Li
Yilun Du
Gido M. van de Ven
Igor Mordatch
24
42
0
24 Nov 2020
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