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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"
35 / 35 papers shown
Understanding Catastrophic Interference: On the Identifibility of Latent Representations
Yuke Li
Yujia Zheng
Tianyi Xiong
Zhenyi Wang
Tianyi Zhou
342
1
0
27 Sep 2025
Unbiased Online Curvature Approximation for Regularized Graph Continual Learning
Jie Yin
Ke Sun
Han Wu
CLL
137
0
0
16 Sep 2025
The Bayesian Approach to Continual Learning: An Overview
Tameem Adel
CLL
BDL
KELM
385
3
0
11 Jul 2025
Autoencoder-Based Hybrid Replay for Class-Incremental Learning
Milad Khademi Nori
Il-Min Kim
Guanghui Wang
CLL
541
0
0
09 May 2025
Task-conditioned Ensemble of Expert Models for Continuous Learning
Renu Sharma
Debasmita Pal
Arun Ross
OOD
KELM
1.0K
0
0
11 Apr 2025
BECAME: BayEsian Continual Learning with Adaptive Model MErging
Mei Li
Yuxiang Lu
Qinyan Dai
Wei Ji
Yue Ding
Hongtao Lu
CLL
MoMe
390
3
0
03 Apr 2025
Incremental Object Keypoint Learning
Computer Vision and Pattern Recognition (CVPR), 2025
Mingfu Liang
Jiahuan Zhou
Xu Zou
Ying Wu
CLL
348
1
0
26 Mar 2025
On the Computation of the Fisher Information in Continual Learning
Gido M. van de Ven
FedML
351
14
0
17 Feb 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning
Saleh Momeni
Bing Liu
CLL
550
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
372
4
0
03 Feb 2025
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning
Hongye Xu
Jan Wasilewski
Bartosz Krawczyk
CLL
460
0
0
19 Dec 2024
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings
Neural Information Processing Systems (NeurIPS), 2024
Milad Khademi Nori
Il-Min Kim
CLL
298
4
0
28 Oct 2024
Unified Gradient-Based Machine Unlearning with Remain Geometry Enhancement
Neural Information Processing Systems (NeurIPS), 2024
Zhehao Huang
Xinwen Cheng
Jinghao Zheng
Haoran Wang
Zhengbao He
Tao Li
Xiaolin Huang
MU
306
36
0
29 Sep 2024
A Unified and General Framework for Continual Learning
Zhenyi Wang
Yan Li
Li Shen
Heng-Chiao Huang
CLL
312
41
0
20 Mar 2024
Decentralized and Lifelong-Adaptive Multi-Agent Collaborative Learning
Shuo Tang
Rui Ye
Chenxin Xu
Xiaowen Dong
Siheng Chen
Yanfeng Wang
276
3
0
11 Mar 2024
Continual Learning and Catastrophic Forgetting
Gido M. van de Ven
Nicholas Soures
Dhireesha Kudithipudi
442
113
0
08 Mar 2024
Layerwise Proximal Replay: A Proximal Point Method for Online Continual Learning
Jason Yoo
Yunpeng Liu
Frank Wood
Geoff Pleiss
CLL
354
12
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
207
2
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
294
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
292
13
0
08 Nov 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
Huiwei Lin
Shanshan Feng
Baoquan Zhang
Xutao Li
Yew-Soon Ong
CLL
504
0
0
26 Sep 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Zhenyi Wang
Enneng Yang
Li Shen
Heng-Chiao Huang
KELM
MU
329
99
0
16 Jul 2023
Learning Expressive Priors for Generalization and Uncertainty Estimation in Neural Networks
International Conference on Machine Learning (ICML), 2023
Dominik Schnaus
Jongseok Lee
Zorah Lähner
Rudolph Triebel
UQCV
BDL
EDL
SSL
UD
258
4
0
15 Jul 2023
Continual Learning with Scaled Gradient Projection
AAAI Conference on Artificial Intelligence (AAAI), 2023
Gobinda Saha
Kaushik Roy
CLL
283
41
0
02 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Liyuan Wang
Xingxing Zhang
Hang Su
Jun Zhu
KELM
CLL
923
1,250
0
31 Jan 2023
Restricted Orthogonal Gradient Projection for Continual Learning
AI Open (AO), 2023
Zeyuan Yang
Zonghan Yang
Peng Li
Yang Liu
CLL
324
6
0
28 Jan 2023
Hierarchically Structured Task-Agnostic Continual Learning
Machine-mediated learning (ML), 2022
Heinke Hihn
Daniel A. Braun
BDL
CLL
251
17
0
14 Nov 2022
Biologically-Inspired Continual Learning of Human Motion Sequences
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Joachim Ott
Shihao Liu
195
1
0
02 Nov 2022
Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer
Neural Information Processing Systems (NeurIPS), 2022
Sen Lin
Li Yang
Deliang Fan
Junshan Zhang
CLL
477
66
0
01 Nov 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning
Marcus Klasson
Hedvig Kjellström
Chen Zhang
CLL
323
13
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
386
37
0
15 Jul 2022
Continual evaluation for lifelong learning: Identifying the stability gap
International Conference on Learning Representations (ICLR), 2022
Matthias De Lange
Gido M. van de Ven
Tinne Tuytelaars
CLL
445
54
0
26 May 2022
Logarithmic Continual Learning
IEEE Access (IEEE Access), 2022
Wojciech Masarczyk
Pawel Wawrzyñski
Daniel Marczak
Kamil Deja
Tomasz Trzciñski
181
4
0
17 Jan 2022
Mixture-of-Variational-Experts for Continual Learning
Y. Yin
Yu Wang
CLL
FedML
416
11
0
25 Oct 2021
Energy-Based Models for Continual Learning
Shuang Li
Yilun Du
Gido M. van de Ven
Igor Mordatch
288
48
0
24 Nov 2020
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