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A Multi-Head Model for Continual Learning via Out-of-Distribution Replay
20 August 2022
Gyuhak Kim
Zixuan Ke
Yinan Han
VLM
CLL
OODD
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Papers citing
"A Multi-Head Model for Continual Learning via Out-of-Distribution Replay"
21 / 21 papers shown
Learning After Model Deployment
Derda Kaymak
Gyuhak Kim
Tomoya Kaichi
Tatsuya Konishi
Bing-Quan Liu
123
0
0
20 Oct 2025
Out of Distribution Detection for Efficient Continual Learning in Quality Prediction for Arc Welding
Yannik Hahn
Jan Voets
Antonin Koenigsfeld
Hasan Tercan
Tobias Meisen
142
0
0
22 Aug 2025
H2ST: Hierarchical Two-Sample Tests for Continual Out-of-Distribution Detection
Computer Vision and Pattern Recognition (CVPR), 2025
Yuhang Liu
Wenjie Zhao
Yunhui Guo
OODD
240
2
0
19 Mar 2025
Advancing Prompt-Based Methods for Replay-Independent General Continual Learning
International Conference on Learning Representations (ICLR), 2025
Zhiqi Kang
Liyuan Wang
Xingxing Zhang
Karteek Alahari
CLL
VLM
209
5
0
02 Mar 2025
DESIRE: Dynamic Knowledge Consolidation for Rehearsal-Free Continual Learning
Haiyang Guo
Fei Zhu
Fanhu Zeng
Bing Liu
Xu-Yao Zhang
MoMe
CLL
338
5
0
28 Nov 2024
Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection
Xuchen Xie
Yiqiao Qiu
Run Lin
Weishi Zheng
Ruixuan Wang
CLL
251
1
0
01 Nov 2024
HiDe-PET: Continual Learning via Hierarchical Decomposition of Parameter-Efficient Tuning
Liyuan Wang
Jingyi Xie
Xingxing Zhang
Hang Su
Jun Zhu
CLL
313
15
0
07 Jul 2024
CLoG: Benchmarking Continual Learning of Image Generation Models
Haotian Zhang
Junting Zhou
Haowei Lin
Hang Ye
Jianhua Zhu
Zihao Wang
Liangcai Gao
Yizhou Wang
Yitao Liang
DiffM
VLM
165
4
0
07 Jun 2024
Harnessing Neural Unit Dynamics for Effective and Scalable Class-Incremental Learning
Depeng Li
Tianqi Wang
Junwei Chen
Wei Dai
Zhigang Zeng
CLL
206
2
0
04 Jun 2024
Continual Learning in the Presence of Repetition
Hamed Hemati
Lorenzo Pellegrini
Xiaotian Duan
Zixuan Zhao
Fangfang Xia
...
Shiji Zhao
Shao-Yuan Li
Sheng-Jun Huang
Vincenzo Lomonaco
Gido M. van de Ven
CLL
270
6
0
07 May 2024
Balancing the Causal Effects in Class-Incremental Learning
Junhao Zheng
Ruiyan Wang
Chongzhi Zhang
Hu Feng
Qianli Ma
CML
CLL
298
1
0
15 Feb 2024
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy
Journal of the Brazilian Computer Society (JBCS), 2023
Everton L. Aleixo
J. Colonna
Marco Cristo
Everlandio Fernandes
CLL
264
49
0
16 Dec 2023
Hierarchical Decomposition of Prompt-Based Continual Learning: Rethinking Obscured Sub-optimality
Neural Information Processing Systems (NeurIPS), 2023
Liyuan Wang
Jingyi Xie
Xingxing Zhang
Mingyi Huang
Hang Su
Jun Zhu
CLL
288
132
0
11 Oct 2023
Class Incremental Learning via Likelihood Ratio Based Task Prediction
International Conference on Learning Representations (ICLR), 2023
Haowei Lin
Yijia Shao
W. Qian
Ningxin Pan
Yiduo Guo
Bing-Quan Liu
CLL
530
18
0
26 Sep 2023
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning
Neural Information Processing Systems (NeurIPS), 2023
Dipam Goswami
Yuyang Liu
Bartlomiej Twardowski
Joost van de Weijer
CLL
385
88
0
25 Sep 2023
Continual Evidential Deep Learning for Out-of-Distribution Detection
Eduardo Aguilar
Bogdan Raducanu
Petia Radeva
Joost van de Weijer
OODD
EDL
211
12
0
06 Sep 2023
Learnability and Algorithm for Continual Learning
International Conference on Machine Learning (ICML), 2023
Gyuhak Kim
Changnan Xiao
Tatsuya Konishi
Yinan Han
CLL
275
35
0
22 Jun 2023
The Ideal Continual Learner: An Agent That Never Forgets
International Conference on Machine Learning (ICML), 2023
Liangzu Peng
Paris V. Giampouras
René Vidal
CLL
532
35
0
29 Apr 2023
Adapter Learning in Pretrained Feature Extractor for Continual Learning of Diseases
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Wentao Zhang
Yujun Huang
Tong Zhang
Qingsong Zou
Weishi Zheng
Ruixuan Wang
CLL
MedIm
239
23
0
18 Apr 2023
A Theoretical Study on Solving Continual Learning
Neural Information Processing Systems (NeurIPS), 2022
Gyuhak Kim
Changnan Xiao
Tatsuya Konishi
Zixuan Ke
Yinan Han
CLL
212
91
0
04 Nov 2022
AI Autonomy : Self-Initiated Open-World Continual Learning and Adaptation
The AI Magazine (AI Mag.), 2022
Bing-Quan Liu
Sahisnu Mazumder
Eric Robertson
Scott Grigsby
CLL
AI4CE
323
36
0
17 Mar 2022
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