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Task Agnostic Continual Learning Using Online Variational Bayes with Fixed-Point Updates

1 October 2020

Papers citing "Task Agnostic Continual Learning Using Online Variational Bayes with Fixed-Point Updates"

37 / 37 papers shown

Title
Measurement-aligned Flow for Inverse Problem Shaorong Zhang Rob Brekelmans Yunshu Wu Greg Ver Steeg DiffM 20 0 0 13 Jun 2025
Autoencoder-Based Hybrid Replay for Class-Incremental Learning Milad Khademi Nori Il-Min Kim Guanghui Wang CLL 150 0 0 09 May 2025
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings Milad Khademi Nori Il-Min Kim CLL 75 3 0 28 Oct 2024
Variational Bayes for Federated Continual Learning Dezhong Yao Sanmu Li Yutong Dai Zhiqiang Xu Shengshan Hu Peilin Zhao Lichao Sun FedML 87 1 0 23 May 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 105 5 0 09 Feb 2024
Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning Alex Gomez-Villa Bartlomiej Twardowski Kai Wang Joost van de Weijer SSL CLL 74 9 0 12 Sep 2023
Continual Learning with Pretrained Backbones by Tuning in the Input Space Simone Marullo Matteo Tiezzi Marco Gori S. Melacci Tinne Tuytelaars CLL 56 2 0 05 Jun 2023
Low-rank extended Kalman filtering for online learning of neural networks from streaming data Peter Chang Gerardo Duran-Martín Alexander Y. Shestopaloff Matt Jones Kevin P. Murphy BDL 116 20 0 31 May 2023
Artificial intelligence to advance Earth observation: a perspective D. Tuia Konrad Schindler Begüm Demir Gustau Camps-Valls Xiao Xiang Zhu ... Mihai Datcu Jorge-Arnulfo Quiané-Ruiz Volker Markl Bertrand Le Saux Rochelle Schneider 122 12 0 15 May 2023
The Ideal Continual Learner: An Agent That Never Forgets Liangzu Peng Paris V. Giampouras René Vidal CLL 183 30 0 29 Apr 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip Torr Ser-Nam Lim Guohao Li Adel Bibi CLL 81 64 0 20 Mar 2023
Statistical mechanics of continual learning: variational principle and mean-field potential Chan Li Zhenye Huang Wenxuan Zou Haiping Huang 102 5 0 06 Dec 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 123 29 0 15 Jul 2022
Reactive Exploration to Cope with Non-Stationarity in Lifelong Reinforcement Learning C. Steinparz Thomas Schmied Fabian Paischer Marius-Constantin Dinu Vihang Patil Angela Bitto-Nemling Hamid Eghbalzadeh Sepp Hochreiter CLL 97 12 0 12 Jul 2022
Online Continual Learning of End-to-End Speech Recognition Models Muqiao Yang Ian Lane Shinji Watanabe CLL 62 25 0 11 Jul 2022
Lifelong Wandering: A realistic few-shot online continual learning setting Mayank Lunayach James Smith Z. Kira CLL 62 3 0 16 Jun 2022
Thalamus: a brain-inspired algorithm for biologically-plausible continual learning and disentangled representations Ali Hummos CLL 80 11 0 24 May 2022
How catastrophic can catastrophic forgetting be in linear regression? Itay Evron E. Moroshko Rachel A. Ward Nati Srebro Daniel Soudry CLL 81 54 0 19 May 2022
Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework Gehui Shen Shibo Jie Ziheng Li Zhi-Hong Deng CLL 25 0 0 19 May 2022
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning Zifeng Wang Zizhao Zhang Sayna Ebrahimi Ruoxi Sun Han Zhang ... Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VLM VPVLM 134 506 0 10 Apr 2022
Continual Learning with Invertible Generative Models Jary Pomponi Simone Scardapane A. Uncini BDL 96 4 0 11 Feb 2022
Learning where to learn: Gradient sparsity in meta and continual learning J. Oswald Dominic Zhao Seijin Kobayashi Simon Schug Massimo Caccia Nicolas Zucchet João Sacramento CLL 75 48 0 27 Oct 2021
Prototype-Guided Memory Replay for Continual Learning Stella Ho Ming Liu Lan Du Longxiang Gao Yong Xiang CLL 67 32 0 28 Aug 2021
Continual Learning with Neuron Activation Importance Sohee Kim Seungkyu Lee CLL 50 2 0 27 Jul 2021
Continual Novelty Detection Rahaf Aljundi Daniel Olmeda Reino N. Chumerin Richard Turner 43 12 0 24 Jun 2021
Layerwise Optimization by Gradient Decomposition for Continual Learning Shixiang Tang Dapeng Chen Jinguo Zhu Shijie Yu Wanli Ouyang CLL 77 65 0 17 May 2021
Posterior Meta-Replay for Continual Learning Christian Henning Maria R. Cervera Francesco DÁngelo J. Oswald Regina Traber Benjamin Ehret Seijin Kobayashi Benjamin Grewe João Sacramento CLL BDL 115 60 0 01 Mar 2021
Online Continual Learning in Image Classification: An Empirical Survey Zheda Mai Ruiwen Li Jihwan Jeong David Quispe Hyunwoo J. Kim Scott Sanner VLM CLL 140 422 0 25 Jan 2021
Preconditioned training of normalizing flows for variational inference in inverse problems Ali Siahkoohi G. Rizzuti M. Louboutin Philipp A. Witte Felix J. Herrmann 109 32 0 11 Jan 2021
Better Knowledge Retention through Metric Learning Ke Li Shichong Peng Kailas Vodrahalli Jitendra Malik CLL 34 0 0 26 Nov 2020
Overcoming Catastrophic Forgetting via Direction-Constrained Optimization Yunfei Teng A. Choromańska Murray Campbell Songtao Lu Parikshit Ram L. Horesh CLL 77 2 0 25 Nov 2020
Energy-Based Models for Continual Learning Shuang Li Yilun Du Gido M. van de Ven Igor Mordatch 91 42 0 24 Nov 2020
Sequential Changepoint Detection in Neural Networks with Checkpoints Michalis K. Titsias Jakub Sygnowski Yutian Chen BDL 45 11 0 06 Oct 2020
Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams Matthias De Lange Tinne Tuytelaars CLL 91 208 0 02 Sep 2020
Frosting Weights for Better Continual Training Xiaofeng Zhu Feng Liu Goce Trajcevski Dingding Wang FedML AI4CE CLL 53 5 0 07 Jan 2020
Hierarchical Indian Buffet Neural Networks for Bayesian Continual Learning Samuel Kessler Vu Nguyen S. Zohren Stephen J. Roberts BDL 94 25 0 04 Dec 2019
Continual Learning with Adaptive Weights (CLAW) T. Adel Han Zhao Richard Turner CLL 76 73 0 21 Nov 2019