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
Consistency is the key to further mitigating catastrophic forgetting in continual learning Prashant Shivaram Bhat Bahram Zonooz Elahe Arani CLL 32 16 0 11 Jul 2022
Continual Learning for Human State Monitoring Federico Matteoni Andrea Cossu Claudio Gallicchio Vincenzo Lomonaco D. Bacciu 39 5 0 29 Jun 2022
DayDreamer: World Models for Physical Robot Learning Philipp Wu Alejandro Escontrela Danijar Hafner Ken Goldberg Pieter Abbeel 61 277 0 28 Jun 2022
Learning to learn online with neuromodulated synaptic plasticity in spiking neural networks Samuel Schmidgall Joe Hays 42 3 0 25 Jun 2022
Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective Sungmin Cha Jihwan Kwak Dongsub Shim Hyunwoo J. Kim Moontae Lee Honglak Lee Taesup Moon CLL 28 1 0 16 Jun 2022
Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning Tianlong Chen Sijia Liu Shiyu Chang Lisa Amini Zhangyang Wang CLL 26 4 0 15 Jun 2022
CitySpec: An Intelligent Assistant System for Requirement Specification in Smart Cities Zirong Chen Isaac Li Haoxiang Zhang S. Preum John A. Stankovic Meiyi Ma 14 8 0 07 Jun 2022
Infinite Recommendation Networks: A Data-Centric Approach Noveen Sachdeva Mehak Preet Dhaliwal Carole-Jean Wu Julian McAuley DD 33 28 0 03 Jun 2022
Provable Benefits of Representational Transfer in Reinforcement Learning Alekh Agarwal Yuda Song Wen Sun Kaiwen Wang Mengdi Wang Xuezhou Zhang OffRL 23 33 0 29 May 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning Da-Wei Zhou Qiwen Wang Han-Jia Ye De-Chuan Zhan 29 123 0 26 May 2022
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 145 117 0 24 May 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 36 26 0 23 May 2022
How catastrophic can catastrophic forgetting be in linear regression? Itay Evron E. Moroshko Rachel A. Ward Nati Srebro Daniel Soudry CLL 32 48 0 19 May 2022
SoK: The Impact of Unlabelled Data in Cyberthreat Detection Giovanni Apruzzese Pavel Laskov A.T. Tastemirova 33 28 0 18 May 2022
Continual learning on 3D point clouds with random compressed rehearsal M. Zamorski Michal Stypulkowski Konrad Karanowski Tomasz Trzciñski Maciej Ziȩba 3DPC 27 9 0 16 May 2022
Contrastive Supervised Distillation for Continual Representation Learning Tommaso Barletti Niccoló Biondi F. Pernici Matteo Bruni A. Bimbo CLL 34 7 0 11 May 2022
Simpler is Better: off-the-shelf Continual Learning Through Pretrained Backbones Francesco Pelosin VLM 19 11 0 03 May 2022
Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement Bhavana Dalvi Oyvind Tafjord Peter Clark LRM KELM ReLM 38 37 0 27 Apr 2022
Memory Bounds for Continual Learning Xi Chen Christos H. Papadimitriou Binghui Peng CLL LRM 29 22 0 22 Apr 2022
Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imaging Tzofi Klinghoffer S. Somasundaram Kushagra Tiwary Ramesh Raskar 21 8 0 21 Apr 2022
A Review of Machine Learning Methods Applied to Structural Dynamics and Vibroacoustic Barbara Z Cunha C. Droz A. Zine Stéphane Foulard M. Ichchou AI4CE 35 84 0 13 Apr 2022
An Intelligent Framework for Oversubscription Management in CPU-GPU Unified Memory Xinjian Long Xiang Gong Huiyang Zhou 11 7 0 06 Apr 2022
Intelligence at the Extreme Edge: A Survey on Reformable TinyML Visal Rajapakse Ishan Karunanayake Nadeem Ahmed SyDa 39 53 0 02 Apr 2022
On the Road to Online Adaptation for Semantic Image Segmentation Riccardo Volpi Pau de Jorge Diane Larlus G. Csurka OffRL 37 26 0 30 Mar 2022
Continual Normalization: Rethinking Batch Normalization for Online Continual Learning Quang Pham Chenghao Liu Guosheng Lin BDL OnRL 38 57 0 30 Mar 2022
Learning to Mediate Disparities Towards Pragmatic Communication Yuwei Bao Sayan Ghosh J. Chai 22 12 0 25 Mar 2022
Continual Test-Time Domain Adaptation Qin Wang Olga Fink Luc Van Gool Dengxin Dai OOD TTA 60 399 0 25 Mar 2022
NovGrid: A Flexible Grid World for Evaluating Agent Response to Novelty Jonathan C. Balloch Zhiyu Lin Mustafa Hussain Aarun Srinivas Robert Wright Xiangyu Peng Julia Kim Mark O. Riedl OffRL 33 16 0 23 Mar 2022
Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals Timo Flesch D. G. Nagy Andrew M. Saxe Christopher Summerfield 34 34 0 22 Mar 2022
AI Autonomy : Self-Initiated Open-World Continual Learning and Adaptation Bing-Quan Liu Sahisnu Mazumder Eric Robertson Scott Grigsby CLL AI4CE 38 21 0 17 Mar 2022
Deep Class Incremental Learning from Decentralized Data Xiaohan Zhang Songlin Dong Jinjie Chen Qiaoling Tian Yihong Gong Xiaopeng Hong CLL 31 11 0 11 Mar 2022
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Rebecca Adaimi Edison Thomaz CLL 29 13 0 11 Mar 2022
Acceleration of Federated Learning with Alleviated Forgetting in Local Training Chencheng Xu Zhiwei Hong Minlie Huang Tao Jiang FedML 26 46 0 05 Mar 2022
Continual learning-based probabilistic slow feature analysis for multimode dynamic process monitoring Jingxin Zhang Donghua Zhou Maoyin Chen Xia Hong 23 14 0 23 Feb 2022
Graph Lifelong Learning: A Survey F. Febrinanto Feng Xia Kristen Moore Chandra Thapa Charu C. Aggarwal CLL AI4CE 39 51 0 22 Feb 2022
Continual Learning with Invertible Generative Models Jary Pomponi Simone Scardapane A. Uncini BDL 48 4 0 11 Feb 2022
A Comparative Study of Calibration Methods for Imbalanced Class Incremental Learning Umang Aggarwal Adrian Daniel Popescu Eden Belouadah C´eline Hudelot CLL 14 4 0 01 Feb 2022
Unified Question Generation with Continual Lifelong Learning Wei Yuan Hongzhi Yin Tieke He Tong Chen Qiufeng Wang Li-zhen Cui 38 11 0 24 Jan 2022
PaRT: Parallel Learning Towards Robust and Transparent AI Mahsa Paknezhad Hamsawardhini Rengarajan Chenghao Yuan Sujanya Suresh Manas Gupta Savitha Ramasamy Hwee Kuan Lee OOD 38 1 0 24 Jan 2022
Continual Coarse-to-Fine Domain Adaptation in Semantic Segmentation Donald Shenaj F. Barbato Umberto Michieli Pietro Zanuttigh CLL 34 16 0 18 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 148 92 0 17 Jan 2022
Demystifying Reinforcement Learning in Time-Varying Systems Pouya Hamadanian Malte Schwarzkopf Siddartha Sen MohammadIman Alizadeh 43 1 0 14 Jan 2022
A Unified Review of Deep Learning for Automated Medical Coding Shaoxiong Ji Wei Sun Xiaobo Li Hang Dong Ara Taalas Yijia Zhang Honghan Wu Esa Pitkänen Pekka Marttinen AI4TS MedIm 26 27 0 08 Jan 2022
Class-Incremental Continual Learning into the eXtended DER-verse Matteo Boschini Lorenzo Bonicelli Pietro Buzzega Angelo Porrello Simone Calderara CLL BDL 32 128 0 03 Jan 2022
Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic Environments A. Iyer Karan Grewal Akash Velu Lucas O. Souza Jérémy Forest Subutai Ahmad AI4CE 35 41 0 31 Dec 2021
Data-Free Knowledge Transfer: A Survey Yuang Liu Wei Zhang Jun Wang Jianyong Wang 35 48 0 31 Dec 2021
Domain-Aware Continual Zero-Shot Learning Kai Yi Paul Janson Wenxuan Zhang Mohamed Elhoseiny 54 4 0 24 Dec 2021
Looking Beyond Corners: Contrastive Learning of Visual Representations for Keypoint Detection and Description Extraction Henrique Siqueira Patrick Ruhkamp Ibrahim Halfaoui Markus Karmann O. Urfalioglu SSL 20 1 0 22 Dec 2021
Continual learning of longitudinal health records Jacob Armstrong David A. Clifton CLL KELM 27 15 0 22 Dec 2021
Continual Learning with Knowledge Transfer for Sentiment Classification Zixuan Ke Bing-Quan Liu Hao Wang Lei Shu CLL 21 30 0 18 Dec 2021