Three scenarios for continual learning

15 April 2019

Papers citing "Three scenarios for continual learning"

50 / 174 papers shown

Title
Elephant Neural Networks: Born to Be a Continual Learner Qingfeng Lan A. R. Mahmood CLL 51 9 0 02 Oct 2023
Privacy-preserving Continual Federated Clustering via Adaptive Resonance Theory Naoki Masuyama Yusuke Nojima Y. Toda C. K. Loo H. Ishibuchi N. Kubota FedML 37 3 0 07 Sep 2023
Test-Time Training on Video Streams Renhao Wang Yu Sun Yossi Gandelsman Xinlei Chen Alexei A. Efros Alexei A. Efros Xiaolong Wang TTA ViT 3DGS 41 16 0 11 Jul 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
Non-exemplar Class-incremental Learning by Random Auxiliary Classes Augmentation and Mixed Features Kenny Song Quan Xia Guoqiang Liang Zhaoji Chen Yanning Zhang CLL 33 6 0 16 Apr 2023
Density Map Distillation for Incremental Object Counting Chenshen Wu Joost van de Weijer 26 2 0 11 Apr 2023
Kaizen: Practical Self-supervised Continual Learning with Continual Fine-tuning Chi Ian Tang Lorena Qendro Dimitris Spathis F. Kawsar Cecilia Mascolo Akhil Mathur CLL 27 11 0 30 Mar 2023
Assessor-Guided Learning for Continual Environments M. A. Ma'sum Mahardhika Pratama E. Lughofer Weiping Ding W. Jatmiko 31 13 0 21 Mar 2023
Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks V. Ramkumar Elahe Arani Bahram Zonooz MU OnRL CLL 39 5 0 18 Mar 2023
Fixed Design Analysis of Regularization-Based Continual Learning Haoran Li Jingfeng Wu Vladimir Braverman CLL 26 9 0 17 Mar 2023
Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning Sang-Ho Kim Lorenzo Noci Antonio Orvieto Thomas Hofmann CLL 30 35 0 16 Mar 2023
ICICLE: Interpretable Class Incremental Continual Learning Dawid Rymarczyk Joost van de Weijer Bartosz Zieliñski Bartlomiej Twardowski CLL 32 28 0 14 Mar 2023
A Multi-Agent Adaptive Deep Learning Framework for Online Intrusion Detection Mahdi Soltani Khashayar Khajavi M. J. Siavoshani A. Jahangir 20 7 0 05 Mar 2023
Approximately optimal domain adaptation with Fisher's Linear Discriminant Hayden S. Helm Ashwin De Silva Joshua T. Vogelstein Carey E. Priebe Weiwei Yang 35 2 0 27 Feb 2023
Better Generative Replay for Continual Federated Learning Daiqing Qi Handong Zhao Sheng Li FedML 27 47 0 25 Feb 2023
A Neural Span-Based Continual Named Entity Recognition Model Yunan Zhang Qingcai Chen CLL 29 7 0 23 Feb 2023
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić E. Ponti MoMe OOD 32 73 0 22 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
Towards Label-Efficient Incremental Learning: A Survey Mert Kilickaya Joost van de Weijer Yuki M. Asano CLL 32 4 0 01 Feb 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 30 15 0 18 Jan 2023
Self-recovery of memory via generative replay Zhenglong Zhou Geshi Yeung A. Schapiro CLL OffRL 24 1 0 15 Jan 2023
On Sequential Bayesian Inference for Continual Learning Samuel Kessler Adam D. Cobb Tim G. J. Rudner S. Zohren Stephen J. Roberts CLL BDL 64 6 0 04 Jan 2023
Neural Architecture for Online Ensemble Continual Learning Mateusz Wójcik Witold Ko'sciukiewicz Tomasz Kajdanowicz Adam Gonczarek CLL 29 1 0 27 Nov 2022
Multi-Label Continual Learning using Augmented Graph Convolutional Network Kaile Du Fan Lyu Linyan Li Fuyuan Hu Wei Feng Fenglei Xu Xuefeng Xi Hanjing Cheng CLL 33 13 0 27 Nov 2022
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental Learning Grégoire Petit Adrian Daniel Popescu Hugo Schindler David Picard Bertrand Delezoide CLL 30 112 0 23 Nov 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 32 69 0 23 Nov 2022
Unveiling the Tapestry: the Interplay of Generalization and Forgetting in Continual Learning Zenglin Shi Jing Jie Ying Sun J. Lim Mengmi Zhang CLL 42 1 0 21 Nov 2022
A Survey of Knowledge Enhanced Pre-trained Language Models Linmei Hu Zeyi Liu Ziwang Zhao Lei Hou Liqiang Nie Juanzi Li KELM VLM 24 123 0 11 Nov 2022
A Survey on Computer Vision based Human Analysis in the COVID-19 Era Fevziye Irem Eyiokur Alperen Kantarci M. Erakin Naser Damer Ferda Ofli ... Janez Križaj A. Salah Alexander Waibel Vitomir Štruc H. K. Ekenel 34 20 0 07 Nov 2022
A Theoretical Study on Solving Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL 27 71 0 04 Nov 2022
Do Pre-trained Models Benefit Equally in Continual Learning? Kuan-Ying Lee Yuanyi Zhong Yu-xiong Wang CLL 32 28 0 27 Oct 2022
Is Multi-Task Learning an Upper Bound for Continual Learning? Zihao Wu Huy Tran Hamed Pirsiavash Soheil Kolouri SSL CLL 28 4 0 26 Oct 2022
Continual Learning with Evolving Class Ontologies Zhiqiu Lin Deepak Pathak Yu-xiong Wang Deva Ramanan Shu Kong CLL 44 9 0 10 Oct 2022
RECALL: Rehearsal-free Continual Learning for Object Classification Markus Wendelin Knauer Maximilian Denninger Rudolph Triebel VLM 38 1 0 29 Sep 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning Marcus Klasson Hedvig Kjellström Chen Zhang CLL 27 9 0 18 Sep 2022
Class-Incremental Learning via Knowledge Amalgamation Marcus Vinícius de Carvalho Mahardhika Pratama Jie Zhang Yajuan San CLL 24 8 0 05 Sep 2022
Scalable Adversarial Online Continual Learning T. Dam Mahardhika Pratama Md Meftahul Ferdaus S. Anavatti Hussein Abbas CLL 34 3 0 04 Sep 2022
Continuous QA Learning with Structured Prompts Yinhe Zheng CLL 33 1 0 31 Aug 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 25 29 0 20 Aug 2022
A Theory for Knowledge Transfer in Continual Learning Diana Benavides-Prado Patricia J. Riddle CLL 34 13 0 14 Aug 2022
On the Limitations of Continual Learning for Malware Classification Mohammad Saidur Rahman Scott E. Coull M. Wright 34 13 0 13 Aug 2022
Model-Free Generative Replay for Lifelong Reinforcement Learning: Application to Starcraft-2 Z. Daniels Aswin Raghavan Jesse Hostetler Abrar Rahman Indranil Sur M. Piacentino Ajay Divakaran CLL OffRL 31 12 0 09 Aug 2022
A Multi-label Continual Learning Framework to Scale Deep Learning Approaches for Packaging Equipment Monitoring Davide Dalle Pezze Denis Deronjic Chiara Masiero Diego Tosato A. Beghi Gian Antonio Susto CLL 29 9 0 08 Aug 2022
Towards lifelong learning of Recurrent Neural Networks for control design Fabio Bonassi Jing Xie M. Farina R. Scattolini CLL 28 4 0 08 Aug 2022
Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry Yawen Cui Zitong Yu Wei Peng Li Liu CLL 25 11 0 20 Jul 2022
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition Jorge Armando Mendez Mendez Eric Eaton KELM CLL 32 27 0 15 Jul 2022
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
Progressive Latent Replay for efficient Generative Rehearsal Stanislaw Pawlak Filip Szatkowski Michal Bortkiewicz Jan Dubiñski Tomasz Trzciñski 24 2 0 04 Jul 2022
Continual Learning for Human State Monitoring Federico Matteoni Andrea Cossu Claudio Gallicchio Vincenzo Lomonaco D. Bacciu 37 5 0 29 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