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
Self-paced Weight Consolidation for Continual Learning Wei Cong Yang Cong Gan Sun Yuyang Liu Jiahua Dong CLL 29 14 0 20 Jul 2023
Replay to Remember: Continual Layer-Specific Fine-tuning for German Speech Recognition Theresa Pekarek-Rosin S. Wermter VLM CLL 32 2 0 14 Jul 2023
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions Peng Yan Ahmed Abdulkadir Paul-Philipp Luley Matthias Rosenthal Gerrit A. Schatte Benjamin Grewe Thilo Stadelmann AI4TS 36 58 0 11 Jul 2023
Diffusion Policies for Out-of-Distribution Generalization in Offline Reinforcement Learning S. E. Ada Erhan Öztop Emre Ugur OffRL 44 15 0 10 Jul 2023
Improving Language Plasticity via Pretraining with Active Forgetting Yihong Chen Kelly Marchisio Roberta Raileanu David Ifeoluwa Adelani Pontus Stenetorp Sebastian Riedel Mikel Artetx KELM AI4CE CLL 34 24 0 03 Jul 2023
TADIL: Task-Agnostic Domain-Incremental Learning through Task-ID Inference using Transformer Nearest-Centroid Embeddings Gusseppe Bravo Rocca Peini Liu Jordi Guitart Ajay Dholakia David Ellison 32 1 0 21 Jun 2023
Prediction Error-based Classification for Class-Incremental Learning Michal Zajkac Tinne Tuytelaars Gido M. van de Ven CLL 31 8 0 30 May 2023
SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual Learning Mustafa Burak Gurbuz J. M. Moorman Constantinos Dovrolis CLL 34 0 0 29 May 2023
Exploiting Large Neuroimaging Datasets to Create Connectome-Constrained Approaches for more Robust, Efficient, and Adaptable Artificial Intelligence Erik C. Johnson Brian S. Robinson Gautam K. Vallabha Justin Joyce Jordan K. Matelsky ... Matthew J. Roos I-J. Wang Brock Andrew Wester William R. Gray Roncal J. Hoffmann 42 1 0 26 May 2023
SketchOGD: Memory-Efficient Continual Learning Benjamin Wright Youngjae Min Jeremy Bernstein Navid Azizan CLL 28 0 0 25 May 2023
Lightweight Learner for Shared Knowledge Lifelong Learning Yunhao Ge Yuecheng Li Di Wu Ao Xu Adam M. Jones ... Gozde Sahin Shuo Ni Kiran Lekkala Sumedh Anand Sontakke Laurent Itti CLL 21 10 0 24 May 2023
Overcoming Topology Agnosticism: Enhancing Skeleton-Based Action Recognition through Redefined Skeletal Topology Awareness Yuxuan Zhou Zhi-Qi Cheng Ju He Bin Luo Yifeng Geng Xuansong Xie 31 11 0 19 May 2023
Brain-inspired learning in artificial neural networks: a review Samuel Schmidgall Jascha Achterberg Thomas Miconi Louis Kirsch Rojin Ziaei S. P. Hajiseyedrazi Jason Eshraghian 36 52 0 18 May 2023
Serial Contrastive Knowledge Distillation for Continual Few-shot Relation Extraction Xin-Yue Wang Zitao Wang Wei Hu CLL BDL 31 11 0 11 May 2023
Cultivated Wildness: Technodiversity and Wildness in Machines Zihao Zhang B. Cantrell 19 2 0 03 May 2023
Radar-Camera Fusion for Object Detection and Semantic Segmentation in Autonomous Driving: A Comprehensive Review Shanliang Yao Runwei Guan Xiaoyu Huang Zhuoxiao Li Xiangyu Sha ... Eng Gee Lim H. Seo Ka Lok Man Xiaohui Zhu Yutao Yue 41 91 0 20 Apr 2023
The Seven Worlds and Experiences of the Wireless Metaverse: Challenges and Opportunities Omar Hashash Christina Chaccour Walid Saad Tao Yu K. Sakaguchi Merouane Debbah 34 24 0 20 Apr 2023
Asynchronous Federated Continual Learning Donald Shenaj Marco Toldo Alberto Rigon Pietro Zanuttigh FedML CLL 26 34 0 07 Apr 2023
Domain Adaptation for Inertial Measurement Unit-based Human Activity Recognition: A Survey Avijoy Chakma A. Faridee Indrajeet Ghosh Nirmalya Roy 38 4 0 07 Apr 2023
Faulty Branch Identification in Passive Optical Networks using Machine Learning K. Abdelli C. Tropschug H. Griesser S. Pachnicke 15 6 0 03 Apr 2023
Affective Computing for Human-Robot Interaction Research: Four Critical Lessons for the Hitchhiker Hatice Gunes Nikhil Churamani 25 3 0 31 Mar 2023
How Efficient Are Today's Continual Learning Algorithms? Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Christopher Kanan 24 24 0 29 Mar 2023
Exploring Continual Learning of Diffusion Models Michal Zajac Kamil Deja Anna Kuzina Jakub M. Tomczak Tomasz Trzciñski Florian Shkurti Piotr Milo's DiffM 35 11 0 27 Mar 2023
Fixed Design Analysis of Regularization-Based Continual Learning Haoran Li Jingfeng Wu Vladimir Braverman CLL 26 9 0 17 Mar 2023
FastFill: Efficient Compatible Model Update Florian Jaeckle Fartash Faghri Ali Farhadi Oncel Tuzel Hadi Pouransari 41 2 0 08 Mar 2023
Provable Pathways: Learning Multiple Tasks over Multiple Paths Yingcong Li Samet Oymak MoE 29 4 0 08 Mar 2023
Centroid Distance Distillation for Effective Rehearsal in Continual Learning Daofeng Liu Fan Lyu Linyan Li Zhenping Xia Fuyuan Hu 27 4 0 06 Mar 2023
Distillation from Heterogeneous Models for Top-K Recommendation SeongKu Kang Wonbin Kweon Dongha Lee Jianxun Lian Xing Xie Hwanjo Yu VLM 35 21 0 02 Mar 2023
Self-supervised network distillation: an effective approach to exploration in sparse reward environments Matej Pecháč M. Chovanec Igor Farkaš 32 3 0 22 Feb 2023
Towards Unbounded Machine Unlearning M. Kurmanji Peter Triantafillou Jamie Hayes Eleni Triantafillou MU 28 123 0 20 Feb 2023
Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning F. Sarfraz Elahe Arani Bahram Zonooz KELM CLL 38 26 0 14 Feb 2023
Task-Aware Information Routing from Common Representation Space in Lifelong Learning Prashant Shivaram Bhat Bahram Zonooz Elahe Arani CLL 18 25 0 14 Feb 2023
Stochastic Surprisal: An inferential measurement of Free Energy in Neural Networks Mohit Prabhushankar Ghassan Al-Regib 18 3 0 11 Feb 2023
Lightweight Transformers for Clinical Natural Language Processing Omid Rohanian Mohammadmahdi Nouriborji Hannah Jauncey Samaneh Kouchaki Isaric Clinical Characterisation Group Lei A. Clifton L. Merson David A. Clifton MedIm LM&MA 24 12 0 09 Feb 2023
Robust Question Answering against Distribution Shifts with Test-Time Adaptation: An Empirical Study Hai Ye Yuyang Ding Juntao Li Hwee Tou Ng OOD TTA 29 9 0 09 Feb 2023
Efficient Parametric Approximations of Neural Network Function Space Distance Nikita Dhawan Sicong Huang Juhan Bae Roger C. Grosse 16 5 0 07 Feb 2023
Online Reinforcement Learning in Non-Stationary Context-Driven Environments Pouya Hamadanian Arash Nasr-Esfahany Malte Schwarzkopf Siddartha Sen MohammadIman Alizadeh CLL OffRL 50 0 0 04 Feb 2023
Multi-scale Feature Alignment for Continual Learning of Unlabeled Domains Kevin Thandiackal Luigi Piccinelli Pushpak Pati O. Goksel CLL OOD MedIm 34 7 0 02 Feb 2023
Continual Graph Learning: A Survey Qiao Yuan S. Guan Pin Ni Tianlun Luo Ka Lok Man Prudence W. H. Wong Victor I. Chang CLL 32 14 0 28 Jan 2023
Restricted Orthogonal Gradient Projection for Continual Learning Zeyuan Yang Zonghan Yang Peng Li Yang Liu CLL 32 4 0 28 Jan 2023
Towards NeuroAI: Introducing Neuronal Diversity into Artificial Neural Networks Fenglei Fan Yingxin Li Hanchuan Peng T. Zeng Fei Wang 25 5 0 23 Jan 2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems Megan M. Baker Alexander New Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold ... Zifan Xu A. Yanguas-Gil Harel Yedidsion Shangqun Yu Gautam K. Vallabha 35 16 0 18 Jan 2023
A Distinct Unsupervised Reference Model From The Environment Helps Continual Learning Seyyed Amirhossein Ameli Kalkhoran Mohammadamin Banayeeanzade Mahdi Samiei M. Baghshah BDL CLL 31 0 0 11 Jan 2023
Data Distillation: A Survey Noveen Sachdeva Julian McAuley DD 47 73 0 11 Jan 2023
From Continual Learning to Causal Discovery in Robotics Luca Castri Sariah Mghames Nicola Bellotto 26 8 0 10 Jan 2023
A Survey on Deep Industrial Transfer Learning in Fault Prognostics Benjamin Maschler AI4CE 29 2 0 04 Jan 2023
Generative appearance replay for continual unsupervised domain adaptation Boqi Chen Kevin Thandiackal Pushpak Pati O. Goksel CLL MedIm 35 11 0 03 Jan 2023
Detecting Information Relays in Deep Neural Networks A. Hintze C. Adami 23 4 0 03 Jan 2023
Sparse Coding in a Dual Memory System for Lifelong Learning F. Sarfraz Elahe Arani Bahram Zonooz CLL 21 20 0 28 Dec 2022
Saliency-Augmented Memory Completion for Continual Learning Guangji Bai Chen Ling Yuyang Gao Liang Zhao CLL 40 4 0 26 Dec 2022