Continual Lifelong Learning with Neural Networks: A Review

21 February 2018

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

50 / 445 papers shown

Title
Accelerating evolutionary exploration through language model-based transfer learning M. Reissmann Yuan Fang Andrew S. H. Ooi R. D. Sandberg 47 2 0 07 Jun 2024
Outdated Issue Aware Decoding for Reasoning Questions on Edited Knowledge Zengkui Sun Yijin Liu Jiaan Wang Fandong Meng Jinan Xu Jinan Xu Jie Zhou KELM 43 0 0 05 Jun 2024
AGALE: A Graph-Aware Continual Learning Evaluation Framework Tianqi Zhao Alan Hanjalic Megha Khosla 40 1 0 03 Jun 2024
Benchmarking General-Purpose In-Context Learning Fan Wang Chuan Lin Yang Cao Yu Kang 38 1 0 27 May 2024
Bridging Neuroscience and AI: Environmental Enrichment as a Model for Forward Knowledge Transfer Rajat Saxena Bruce L. McNaughton CLL 59 2 0 12 May 2024
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning Prashant Shivaram Bhat Bharath Renjith Elahe Arani Bahram Zonooz CLL 48 2 0 28 Apr 2024
Beyond Imitation: A Life-long Policy Learning Framework for Path Tracking Control of Autonomous Driving Cheng Gong Chao Lu Zirui Li Zhe Liu Jianwei Gong Xuemei Chen 38 2 0 26 Apr 2024
A Continual Relation Extraction Approach for Knowledge Graph Completeness Sefika Efeoglu 48 2 0 20 Apr 2024
Hyperparameter Selection in Continual Learning Thomas L. Lee Sigrid Passano Hellan Linus Ericsson Elliot J. Crowley Amos Storkey CLL 68 0 0 09 Apr 2024
The State of Lithium-Ion Battery Health Prognostics in the CPS Era Gaurav Shinde Rohan Mohapatra Pooja Krishan Harish Garg Srikanth Prabhu Sanchari Das Mohammad Masum Saptarshi Sengupta 37 1 0 28 Mar 2024
PARMESAN: Parameter-Free Memory Search and Transduction for Dense Prediction Tasks Philip Matthias Winter M. Wimmer David Major Dimitrios Lenis Astrid Berg Theresa Neubauer Gaia Romana De Paolis Johannes Novotny Sophia Ulonska Katja Bühler 39 0 0 18 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 71 2 0 14 Mar 2024
PAGE: Domain-Incremental Adaptation with Past-Agnostic Generative Replay for Smart Healthcare Chia-Hao Li N. Jha MedIm 45 0 0 13 Mar 2024
Lifelong Intelligence Beyond the Edge using Hyperdimensional Computing Xiaofan Yu Anthony Thomas Ivannia Gomez Moreno Louis Gutierrez Tajana Simunic 43 3 0 07 Mar 2024
Large Convolutional Model Tuning via Filter Subspace Wei Chen Zichen Miao Qiang Qiu 57 3 0 01 Mar 2024
Monitoring Fidelity of Online Reinforcement Learning Algorithms in Clinical Trials Anna L. Trella Kelly W. Zhang Inbal Nahum-Shani Vivek Shetty Iris Yan Finale Doshi-Velez Susan A. Murphy OffRL OnRL 26 3 0 26 Feb 2024
Towards Robust Graph Incremental Learning on Evolving Graphs Junwei Su Difan Zou Zijun Zhang Chuan Wu CLL OOD 40 18 0 20 Feb 2024
Predictive Churn with the Set of Good Models J. Watson-Daniels Flavio du Pin Calmon Alexander DÁmour Carol Xuan Long David C. Parkes Berk Ustun 83 7 0 12 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 49 5 0 09 Feb 2024
Flashback: Understanding and Mitigating Forgetting in Federated Learning Mohammed Aljahdali A. Abdelmoniem Marco Canini Samuel Horváth 37 3 0 08 Feb 2024
Memory, Space, and Planning: Multiscale Predictive Representations Ida Momennejad 28 2 0 16 Jan 2024
Federated Continual Learning via Knowledge Fusion: A Survey Xin Yang Hao Yu Xin Gao Hao Wang Junbo Zhang Tianrui Li FedML 36 31 0 27 Dec 2023
Reconciling Shared versus Context-Specific Information in a Neural Network Model of Latent Causes Qihong Lu Tan Nguyen Qiong Zhang Uri Hasson Thomas Griffiths Jeffrey M. Zacks Samuel Gershman K. A. Norman 38 4 0 13 Dec 2023
Read Between the Layers: Leveraging Multi-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained Models Kyra Ahrens Hans Hergen Lehmann Jae Hee Lee Stefan Wermter CLL 35 7 0 13 Dec 2023
Artificial Intelligence for Digital and Computational Pathology Andrew H. Song Guillaume Jaume Drew F. K. Williamson Ming Y. Lu Anurag J. Vaidya Tiffany R. Miller Faisal Mahmood AI4CE 30 130 0 13 Dec 2023
Towards On-device Learning on the Edge: Ways to Select Neurons to Update under a Budget Constraint Ael Quélennec Enzo Tartaglione Pavlo Mozharovskyi Van-Tam Nguyen 33 2 0 08 Dec 2023
Seeing the random forest through the decision trees. Supporting learning health systems from histopathology with machine learning models: Challenges and opportunities Ricardo Gonzalez Ashirbani Saha Clinton J.V. Campbell Peyman Nejat Cynthia Lokker Andrew P. Norgan 46 13 0 06 Dec 2023
Benchmarking Continual Learning from Cognitive Perspectives Xiaoqian Liu Junge Zhang Mingyi Zhang Peipei Yang 21 0 0 06 Dec 2023
Weathering Ongoing Uncertainty: Learning and Planning in a Time-Varying Partially Observable Environment Gokul Puthumanaillam Xiangyu Liu Negar Mehr Melkior Ornik 16 5 0 06 Dec 2023
Using Curiosity for an Even Representation of Tasks in Continual Offline Reinforcement Learning Pathmanathan Pankayaraj Natalia Díaz Rodríguez Javier Del Ser CLL OffRL 38 0 0 05 Dec 2023
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges Shilin Zhang Jiahui Wang CLL 32 0 0 22 Nov 2023
Towards Continual Reinforcement Learning for Quadruped Robots G. Minelli V. Vassiliades CLL 28 1 0 12 Nov 2023
A Definition of Open-Ended Learning Problems for Goal-Conditioned Agents Olivier Sigaud Gianluca Baldassarre Cédric Colas Stéphane Doncieux Richard J. Duro Pierre-Yves Oudeyer Nicolas Perrin-Gilbert V. Santucci AI4CE 37 10 0 01 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 30 12 0 31 Oct 2023
Domain Generalization in Computational Pathology: Survey and Guidelines Mostafa Jahanifar M. Raza Kesi Xu T. Vuong R. Jewsbury ... Neda Zamanitajeddin Jin Tae Kwak S. Raza F. Minhas Nasir M. Rajpoot OOD 28 17 0 30 Oct 2023
Rethinking Class-incremental Learning in the Era of Large Pre-trained Models via Test-Time Adaptation Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 29 3 0 17 Oct 2023
Chunking: Continual Learning is not just about Distribution Shift Thomas L. Lee Amos Storkey 25 1 0 03 Oct 2023
MUSCLE: Multi-task Self-supervised Continual Learning to Pre-train Deep Models for X-ray Images of Multiple Body Parts Weibin Liao Haoyi Xiong Qingzhong Wang Yan Mo Xuhong Li Yi Liu Zeyu Chen Siyu Huang Dejing Dou CLL 22 22 0 03 Oct 2023
Clustering-based Domain-Incremental Learning Christiaan Lamers René Vidal A. Belbachir Niki van Stein Thomas Baeck Paris Giampouras CLL OOD 32 10 0 21 Sep 2023
Functional requirements to mitigate the Risk of Harm to Patients from Artificial Intelligence in Healthcare Juan M. García-Gómez V. Blanes-Selva José Carlos de Bartolomé Cenzano Jaime Cebolla-Cornejo Ascensión Donate-Martínez 6 0 0 19 Sep 2023
Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning Alex Gomez-Villa Bartlomiej Twardowski Kai Wang Joost van de Weijer SSL CLL 33 8 0 12 Sep 2023
A Natural Gas Consumption Forecasting System for Continual Learning Scenarios based on Hoeffding Trees with Change Point Detection Mechanism Radek Svoboda Sebastian Basterrech Jedrzej Kozal Jan Platoš Michal Wo'zniak 22 3 0 07 Sep 2023
A Comprehensive Empirical Evaluation on Online Continual Learning Albin Soutif--Cormerais Antonio Carta Andrea Cossu J. Hurtado Hamed Hemati Vincenzo Lomonaco Joost van de Weijer CLL 31 20 0 20 Aug 2023
SATHUR: Self Augmenting Task Hallucinal Unified Representation for Generalized Class Incremental Learning Sathursan Kanagarajah Thanuja D. Ambegoda Ranga Rodrigo CLL 27 0 0 13 Aug 2023
Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection Xiaohui Zhang Jiangyan Yi J. Tao Chenglong Wang Chuyuan Zhang CLL 36 23 0 07 Aug 2023
Model Provenance via Model DNA Xin Mu Yu Wang Yehong Zhang Jiaqi Zhang Haibo Wang Yang Xiang Yue Yu SyDa 30 0 0 04 Aug 2023
Online Prototype Learning for Online Continual Learning Yujie Wei Jiaxin Ye Zhizhong Huang Junping Zhang Hongming Shan CLL OnRL 33 39 0 01 Aug 2023
L3DMC: Lifelong Learning using Distillation via Mixed-Curvature Space Kaushik Roy Peyman Moghadam Mehrtash Harandi 30 6 0 31 Jul 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming Yang Fahad Shahbaz Khan VLM 38 118 0 25 Jul 2023
A Definition of Continual Reinforcement Learning David Abel André Barreto Benjamin Van Roy Doina Precup H. V. Hasselt Satinder Singh CLL 41 74 0 20 Jul 2023