Continual Lifelong Learning with Neural Networks: A Review

21 February 2018

Papers citing "Continual Lifelong Learning with Neural Networks: A Review"

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Title
CL-CaGAN: Capsule differential adversarial continuous learning for cross-domain hyperspectral anomaly detection Jianing Wang Siying Guo Zheng Hua Runhu Huang Jinyu Hu Maoguo Gong 7 8 0 17 May 2025
CL-BioGAN: Biologically-Inspired Cross-Domain Continual Learning for Hyperspectral Anomaly Detection Jianing Wang Zheng Hua Wan Zhang Shengjia Hao Yuqiong Yao Maoguo Gong BDL CLL 12 0 0 17 May 2025
Task-Core Memory Management and Consolidation for Long-term Continual Learning Tianyu Huai Jie Zhou Yuxuan Cai Qin Chen Wen Wu Xingjiao Wu Xipeng Qiu Liang He CLL 33 0 0 15 May 2025
Continual Reinforcement Learning via Autoencoder-Driven Task and New Environment Recognition Zeki Doruk Erden Donia Gasmi Boi Faltings CLL 31 0 0 13 May 2025
Autoencoder-Based Hybrid Replay for Class-Incremental Learning Milad Khademi Nori Il Kim Guanghui Wang CLL 50 0 0 09 May 2025
Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation Gabriele Rosi Fabio Cermelli VLM 42 0 0 06 May 2025
Learning and Transferring Physical Models through Derivatives Alessandro Trenta Andrea Cossu Davide Bacciu AI4CE 39 0 0 02 May 2025
Towards proactive self-adaptive AI for non-stationary environments with dataset shifts David Fernández Narro Pablo Ferri Juan M. García-Gómez Carlos Sáez OOD 48 0 0 30 Apr 2025
Responsive DNN Adaptation for Video Analytics against Environment Shift via Hierarchical Mobile-Cloud Collaborations Maozhe Zhao Shixuan Liu Fan Wu Guihai Chen 31 0 0 30 Apr 2025
A Framework for Elastic Adaptation of User Multiple Intents in Sequential Recommendation Zhikai Wang Yanyan Shen AI4TS 33 0 0 30 Apr 2025
Feature Staleness Aware Incremental Learning for CTR Prediction Zhikai Wang Yanyan Shen Zibin Zhang Kangyi Lin 37 2 0 29 Apr 2025
Improvements of Dark Experience Replay and Reservoir Sampling towards Better Balance between Consolidation and Plasticity Taisuke Kobayashi CLL 41 0 0 29 Apr 2025
Mitigating Catastrophic Forgetting in the Incremental Learning of Medical Images Sara Yavari Jacob Furst CLL 58 0 0 28 Apr 2025
AlphaGrad: Non-Linear Gradient Normalization Optimizer Soham Sane ODL 56 0 0 22 Apr 2025
Self-Controlled Dynamic Expansion Model for Continual Learning RunQing Wu KaiHui Huang HanYi Zhang Fei Ye CLL VLM 50 0 0 14 Apr 2025
Efficient Continual Adaptation of Pretrained Robotic Policy with Online Meta-Learned Adapters Ruiqi Zhu Endong Sun Guanhe Huang Oya Celiktutan CLL OnRL 65 0 0 24 Mar 2025
LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning Xuan Liu Xiaobin Chang CLL 227 0 0 23 Mar 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang Jingyang Zhang Tianrui Li Xin Yang CLL 49 0 0 27 Feb 2025
Feature Aggregation with Latent Generative Replay for Federated Continual Learning of Socially Appropriate Robot Behaviours Nikhil Churamani Saksham Checker Fethiye Irmak Dogan Hao-Tien Lewis Chiang Hatice Gunes FedML 91 1 0 24 Feb 2025
Theory on Mixture-of-Experts in Continual Learning Hongbo Li Sen-Fon Lin Lingjie Duan Yingbin Liang Ness B. Shroff MoE MoMe CLL 153 14 0 20 Feb 2025
Graph-based Retrieval Augmented Generation for Dynamic Few-shot Text Classification Yubo Wang Haoyang Li Fei Teng Lei Chen 91 1 0 17 Feb 2025
Sequence Transferability and Task Order Selection in Continual Learning T. Nguyen Cuong N. Nguyen Quang Pham B. T. Nguyen Savitha Ramasamy Xiaoli Li Cuong V Nguyen 80 0 0 10 Feb 2025
Evolution and The Knightian Blindspot of Machine Learning Joel Lehman Elliot Meyerson Tarek El-Gaaly Kenneth O. Stanley Tarin Ziyaee 88 2 0 22 Jan 2025
Dynamic Continual Learning: Harnessing Parameter Uncertainty for Improved Network Adaptation Christopher Angelini N. Bouaynaya BDL 33 0 0 18 Jan 2025
PeFLL: Personalized Federated Learning by Learning to Learn Jonathan Scott Hossein Zakerinia Christoph H. Lampert FedML 100 7 0 17 Jan 2025
Incrementally Learning Multiple Diverse Data Domains via Multi-Source Dynamic Expansion Model RunQing Wu Fei Ye QiHe Liu Guoxi Huang Jinyu Guo Rongyao Hu CLL 214 0 0 15 Jan 2025
LSEBMCL: A Latent Space Energy-Based Model for Continual Learning Xiaodi Li Dingcheng Li Rujun Gao Mahmoud Zamani Latifur Khan CLL KELM 49 0 0 09 Jan 2025
Unforgettable Lessons from Forgettable Images: Intra-Class Memorability Matters in Computer Vision Jie Jing Qing Lin Shuangpeng Han Lucia Schiatti Yen-Ling Kuo Mengmi Zhang VLM 30 0 0 30 Dec 2024
Adapter-Enhanced Semantic Prompting for Continual Learning Baocai Yin Ji Zhao Huajie Jiang Ningning Hou Yongli Hu Amin Beheshti Ming-Hsuan Yang Yuankai Qi CLL VLM 102 0 0 15 Dec 2024
TinySubNets: An efficient and low capacity continual learning strategy Marcin Pietroñ Kamil Faber Dominik Zurek Roberto Corizzo 80 0 0 14 Dec 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 77 2 0 01 Nov 2024
LoRanPAC: Low-rank Random Features and Pre-trained Models for Bridging Theory and Practice in Continual Learning Liangzu Peng Juan Elenter Joshua Agterberg Alejandro Ribeiro René Vidal VLM CLL 46 1 0 01 Oct 2024
From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks Clémentine Dominé Nicolas Anguita A. Proca Lukas Braun D. Kunin P. Mediano Andrew M. Saxe 38 3 0 22 Sep 2024
Drift to Remember Jin Du Xinsong Zhang Hao Shen Xun Xian Ganghua Wang Jiawei Zhang Yuhong Yang Na Li Jia Liu Jie Ding CLL 21 0 0 21 Sep 2024
Persistent Backdoor Attacks in Continual Learning Zhen Guo Abhinav Kumar R. Tourani AAML 35 3 0 20 Sep 2024
Buffer-based Gradient Projection for Continual Federated Learning Shenghong Dai Jy-yong Sohn Yicong Chen S. Alam Ravikumar Balakrishnan Suman Banerjee N. Himayat Kangwook Lee FedML 75 2 0 03 Sep 2024
Theoretical Insights into Overparameterized Models in Multi-Task and Replay-Based Continual Learning Mohammadamin Banayeeanzade Mahdi Soltanolkotabi Mohammad Rostami CLL LRM 103 1 0 29 Aug 2024
A Probabilistic Framework for Adapting to Changing and Recurring Concepts in Data Streams B. Halstead Yun Sing Koh Patricia J. Riddle Mykola Pechenizkiy Albert Bifet TTA AI4TS 34 3 0 18 Aug 2024
An Effective Dynamic Gradient Calibration Method for Continual Learning Weichen Lin Jiaxiang Chen Ru Huang Huihua Ding CLL 44 0 0 30 Jul 2024
Graceful task adaptation with a bi-hemispheric RL agent Grant Nicholas L. Kuhlmann Gideon Kowadlo 42 0 0 16 Jul 2024
Hamilton-Jacobi Reachability in Reinforcement Learning: A Survey Milan Ganai Sicun Gao Sylvia Herbert 40 6 0 12 Jul 2024
HiDe-PET: Continual Learning via Hierarchical Decomposition of Parameter-Efficient Tuning Liyuan Wang Jingyi Xie Xingxing Zhang Hang Su Jun Zhu CLL 47 5 0 07 Jul 2024
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection Yang Xiao Rohan Kumar Das 50 3 0 04 Jul 2024
Learning System Dynamics without Forgetting Xikun Zhang Dongjin Song Yushan Jiang Yixin Chen Dacheng Tao AI4CE 37 2 0 30 Jun 2024
Learning Visual Conditioning Tokens to Correct Domain Shift for Fully Test-time Adaptation Yushun Tang Shuoshuo Chen Zhehan Kan Yi Zhang Qinghai Guo Zhihai He 51 2 0 27 Jun 2024
Lifelong Robot Library Learning: Bootstrapping Composable and Generalizable Skills for Embodied Control with Language Models Georgios Tziafas H. Kasaei KELM LM&Ro 49 8 0 26 Jun 2024
Enhancing LLM-Based Human-Robot Interaction with Nuances for Diversity Awareness Lucrezia Grassi Carmine Tommaso Recchiuto A. Sgorbissa 14 2 0 25 Jun 2024
Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method Kishaan Jeeveswaran Elahe Arani Bahram Zonooz CLL 46 3 0 23 Jun 2024
Data-dependent and Oracle Bounds on Forgetting in Continual Learning Lior Friedman Ron Meir 75 0 0 13 Jun 2024
Dual-Pipeline with Low-Rank Adaptation for New Language Integration in Multilingual ASR Yerbolat Khassanov Zhipeng Chen Tianfeng Chen Tze Yuang Chong Wei Li Jun Zhang Lu Lu Yuxuan Wang AI4CE 29 0 0 12 Jun 2024