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1705.08690
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Continual Learning with Deep Generative Replay
24 May 2017
Hanul Shin
Jung Kwon Lee
Jaehong Kim
Jiwon Kim
KELM
CLL
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Papers citing
"Continual Learning with Deep Generative Replay"
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Topology-aware Embedding Memory for Continual Learning on Expanding Networks
Knowledge Discovery and Data Mining (KDD), 2024
Xikun Zhang
Dongjin Song
Yixin Chen
Dacheng Tao
510
11
0
24 Jan 2024
Memory-Efficient Prompt Tuning for Incremental Histopathology Classification
AAAI Conference on Artificial Intelligence (AAAI), 2024
Yu Zhu
Kang Li
Lequan Yu
Pheng-Ann Heng
VLM
218
2
0
22 Jan 2024
CEL: A Continual Learning Model for Disease Outbreak Prediction by Leveraging Domain Adaptation via Elastic Weight Consolidation
bioRxiv (bioRxiv), 2024
Saba Aslam
Abdur Rasool
Hongyan Wu
Xiaoli Li
197
15
0
17 Jan 2024
Solving Continual Offline Reinforcement Learning with Decision Transformer
Kaixin Huang
Li Shen
Chen Zhao
Chun Yuan
Dacheng Tao
CLL
OffRL
272
6
0
16 Jan 2024
SAPT: A Shared Attention Framework for Parameter-Efficient Continual Learning of Large Language Models
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Weixiang Zhao
Shilong Wang
Yulin Hu
Yanyan Zhao
Bing Qin
Xuanyu Zhang
Qing Yang
Dongliang Xu
Wanxiang Che
KELM
CLL
331
30
0
16 Jan 2024
Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention
AAAI Conference on Artificial Intelligence (AAAI), 2024
Xin Yang
Wending Yan
Yuan. Yuan
Michael Bi Mi
Robby T. Tan
CLL
220
11
0
15 Jan 2024
Enhanced Few-Shot Class-Incremental Learning via Ensemble Models
Mingli Zhu
Zihao Zhu
Sihong Chen
Chen Chen
Baoyuan Wu
CLL
349
8
0
14 Jan 2024
Enhancing Consistency and Mitigating Bias: A Data Replay Approach for Incremental Learning
Neural Networks (NN), 2024
Chenyang Wang
Junjun Jiang
Xingyu Hu
Xianming Liu
Xiangyang Ji
318
9
0
12 Jan 2024
Hierarchical Augmentation and Distillation for Class Incremental Audio-Visual Video Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Yukun Zuo
Hantao Yao
Liansheng Zhuang
Changsheng Xu
328
5
0
11 Jan 2024
t-DGR: A Trajectory-Based Deep Generative Replay Method for Continual Learning in Decision Making
William Yue
Bo Liu
Peter Stone
209
6
0
04 Jan 2024
Balancing Continual Learning and Fine-tuning for Human Activity Recognition
Chi Ian Tang
Lorena Qendro
Dimitris Spathis
F. Kawsar
Akhil Mathur
Cecilia Mascolo
SSL
HAI
250
2
0
04 Jan 2024
Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental Learning
Zitong Huang
Ze Chen
Zhixing Chen
Erjin Zhou
Xinxing Xu
Rick Siow Mong Goh
Yong-Jin Liu
Wangmeng Zuo
Chun-Mei Feng
CLL
VLM
BDL
334
16
0
03 Jan 2024
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects
Pratibha Kumari
Joohi Chauhan
Afshin Bozorgpour
Boqiang Huang
Reza Azad
Dorit Merhof
410
22
0
28 Dec 2023
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
185
2
0
27 Dec 2023
Federated Continual Learning via Knowledge Fusion: A Survey
Xin Yang
Hao Yu
Xin Gao
Hao Wang
Junbo Zhang
Tianrui Li
FedML
282
93
0
27 Dec 2023
One-Dimensional Adapter to Rule Them All: Concepts, Diffusion Models and Erasing Applications
Mengyao Lyu
Yuhong Yang
Haiwen Hong
Hui Chen
Xuan Jin
Yuan He
Hui Xue
Jungong Han
Guiguang Ding
DiffM
323
113
0
26 Dec 2023
Adapt & Align: Continual Learning with Generative Models Latent Space Alignment
Kamil Deja
Bartosz Cywiński
Jan Rybarczyk
Tomasz Trzciñski
CLL
DRL
187
0
0
21 Dec 2023
Continual Learning: Forget-free Winning Subnetworks for Video Representations
Haeyong Kang
Jaehong Yoon
Sung Ju Hwang
Chang D. Yoo
CLL
532
5
0
19 Dec 2023
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
272
51
0
16 Dec 2023
Exploring UMAP in hybrid models of entropy-based and representativeness sampling for active learning in biomedical segmentation
Hai Siong Tan
Kuancheng Wang
R. Mcbeth
240
5
0
16 Dec 2023
Class-Prototype Conditional Diffusion Model with Gradient Projection for Continual Learning
Khanh Doan
Quyen Tran
Tung Lam Tran
Tuan Nguyen
Dinh Q. Phung
Trung Le
DiffM
250
3
0
10 Dec 2023
IL-NeRF: Incremental Learning for Neural Radiance Fields with Camera Pose Alignment
Letian Zhang
Ming Li
Chong Chen
Jie Xu
CLL
162
6
0
10 Dec 2023
Benchmarking Continual Learning from Cognitive Perspectives
Xiaoqian Liu
Junge Zhang
Mingyi Zhang
Peipei Yang
243
2
0
06 Dec 2023
MIND: Multi-Task Incremental Network Distillation
AAAI Conference on Artificial Intelligence (AAAI), 2023
Jacopo Bonato
Francesco Pelosin
Luigi Sabetta
Alessandro Nicolosi
CLL
318
14
0
05 Dec 2023
Pseudo Replay-based Class Continual Learning for Online New Category Anomaly Detection in Additive Manufacturing
IISE Transactions (IISE Trans.), 2023
Zhangyue Shi
Tianxin Xie
Chenang Liu
Yuxuan Li
135
3
0
05 Dec 2023
Efficient Expansion and Gradient Based Task Inference for Replay Free Incremental Learning
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Soumya Roy
Vinay Kumar Verma
Deepak Gupta
CLL
339
5
0
02 Dec 2023
Continual Diffusion with STAMINA: STack-And-Mask INcremental Adapters
James Seale Smith
Yen-Chang Hsu
Z. Kira
Yilin Shen
Hongxia Jin
DiffM
383
9
0
30 Nov 2023
Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning
Ruxiao Duan
Yaoyao Liu
Jieneng Chen
Adam Kortylewski
Yaoyao Liu
DiffM
VLM
405
1
0
30 Nov 2023
Continual Learning of Diffusion Models with Generative Distillation
Sergi Masip
Pau Rodriguez
Tinne Tuytelaars
Gido M. van de Ven
VLM
DiffM
265
19
0
23 Nov 2023
LM-Cocktail: Resilient Tuning of Language Models via Model Merging
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Shitao Xiao
Zheng Liu
Peitian Zhang
Xingrun Xing
MoMe
KELM
331
48
0
22 Nov 2023
CMFDFormer: Transformer-based Copy-Move Forgery Detection with Continual Learning
Yaqi Liu
Chao Xia
Song Xiao
Qingxiao Guan
Wenqian Dong
Yifan Zhang
Neng H. Yu
192
3
0
22 Nov 2023
CovarNav: Machine Unlearning via Model Inversion and Covariance Navigation
Ali Abbasi
Chayne Thrash
Elaheh Akbari
Daniel Zhang
Soheil Kolouri
MU
235
5
0
21 Nov 2023
BrainWash: A Poisoning Attack to Forget in Continual Learning
Computer Vision and Pattern Recognition (CVPR), 2023
Ali Abbasi
Parsa Nooralinejad
Hamed Pirsiavash
Soheil Kolouri
CLL
KELM
AAML
384
8
0
20 Nov 2023
Replay-enhanced Continual Reinforcement Learning
Tiantian Zhang
Kevin Zehua Shen
Zichuan Lin
Bo Yuan
Xueqian Wang
Xiu Li
Deheng Ye
CLL
OffRL
162
9
0
20 Nov 2023
PACOL: Poisoning Attacks Against Continual Learners
Huayu Li
G. Ditzler
AAML
173
3
0
18 Nov 2023
Investigating the Impact of Weight Sharing Decisions on Knowledge Transfer in Continual Learning
Joshua Andle
Ali Payani
Salimeh Yasaei Sekeh
CLL
237
2
0
16 Nov 2023
Combining Past, Present and Future: A Self-Supervised Approach for Class Incremental Learning
Xiaoshuang Chen
Zhongyi Sun
Ke Yan
Shouhong Ding
Hongtao Lu
CLL
182
1
0
15 Nov 2023
Carpe Diem: On the Evaluation of World Knowledge in Lifelong Language Models
North American Chapter of the Association for Computational Linguistics (NAACL), 2023
Yujin Kim
Jaehong Yoon
Seonghyeon Ye
Sangmin Bae
Namgyu Ho
Sung Ju Hwang
Se-Young Yun
KELM
315
20
0
14 Nov 2023
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks
Neural Information Processing Systems (NeurIPS), 2023
Sara Babakniya
Zalan Fabian
Chaoyang He
Mahdi Soltanolkotabi
Salman Avestimehr
FedML
CLL
277
64
0
13 Nov 2023
When Meta-Learning Meets Online and Continual Learning: A Survey
Jaehyeon Son
Soochan Lee
Gunhee Kim
OOD
CLL
358
23
0
09 Nov 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
261
12
0
08 Nov 2023
Scalable and Efficient Continual Learning from Demonstration via a Hypernetwork-generated Stable Dynamics Model
Sayantan Auddy
Jakob J. Hollenstein
Matteo Saveriano
Antonio Rodríguez-Sánchez
J. Piater
299
9
0
06 Nov 2023
Task Arithmetic with LoRA for Continual Learning
Rajas Chitale
Ankit Vaidya
Aditya Kane
Archana Ghotkar
305
29
0
04 Nov 2023
Look-Ahead Selective Plasticity for Continual Learning of Visual Tasks
Rouzbeh Meshkinnejad
Jie Mei
Daniel Lizotte
Y. Mohsenzadeh
SSL
CLL
257
4
0
02 Nov 2023
Class Incremental Learning with Pre-trained Vision-Language Models
Xialei Liu
Xusheng Cao
Haori Lu
Jia-Wen Xiao
Andrew D. Bagdanov
Ming-Ming Cheng
VLM
286
18
0
31 Oct 2023
Towards Plastic and Stable Exemplar-Free Incremental Learning: A Dual-Learner Framework with Cumulative Parameter Averaging
Wenju Sun
Qingyong Li
Wen Wang
Yangli-ao Geng
CLL
MoMe
435
3
0
28 Oct 2023
CL-MASR: A Continual Learning Benchmark for Multilingual ASR
IEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2023
Luca Della Libera
Pooneh Mousavi
Salah Zaiem
Cem Subakan
Mirco Ravanelli
AuLLM
CLL
276
16
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25 Oct 2023
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Yaoyao Liu
Yingying Li
Bernt Schiele
Qianru Sun
CLL
OnRL
226
13
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24 Oct 2023
Continual Named Entity Recognition without Catastrophic Forgetting
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Duzhen Zhang
Wei Cong
Jiahua Dong
Yahan Yu
Xiuyi Chen
Yonggang Zhang
Zhen Fang
158
22
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23 Oct 2023
Enhancing Plasticity for First Session Adaptation Continual Learning
Imad Eddine Marouf
Subhankar Roy
Enzo Tartaglione
Stéphane Lathuilière
CLL
407
3
0
17 Oct 2023
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