Online Structured Laplace Approximations For Overcoming Catastrophic Forgetting

20 May 2018

Papers citing "Online Structured Laplace Approximations For Overcoming Catastrophic Forgetting"

50 / 231 papers shown

Title
Natural continual learning: success is a journey, not (just) a destination Ta-Chu Kao Kristopher T. Jensen Gido M. van de Ven A. Bernacchia Guillaume Hennequin CLL 203 57 0 15 Jun 2021
Lifelong Learning of Hate Speech Classification on Social MediaNorth American Chapter of the Association for Computational Linguistics (NAACL), 2021 Jing Qian Hong Wang Mai Elsherief Xifeng Yan CLL 154 26 0 05 Jun 2021
ViViT: Curvature access through the generalized Gauss-Newton's low-rank structure Felix Dangel Lukas Tatzel Philipp Hennig 187 14 0 04 Jun 2021
Continual Learning in Deep Networks: an Analysis of the Last Layer Timothée Lesort Thomas George Irina Rish KELM 186 23 0 03 Jun 2021
A Deep Learning Framework for Lifelong Machine Learning Charles X. Ling Tanner A. Bohn CLL 72 5 0 01 May 2021
Lifelong Learning with Sketched Structural RegularizationAsian Conference on Machine Learning (ACML), 2021 Haoran Li A. Krishnan Jingfeng Wu Soheil Kolouri Praveen K. Pilly Vladimir Braverman CLL 154 17 0 17 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift Analysis Timothée Lesort Massimo Caccia Irina Rish 213 59 0 04 Apr 2021
Replay in Deep Learning: Current Approaches and Missing Biological ElementsNeural Computation (Neural Comput.), 2021 Tyler L. Hayes G. Krishnan M. Bazhenov H. Siegelmann T. Sejnowski Christopher Kanan CLL 193 138 0 01 Apr 2021
Self-Supervised Training Enhances Online Continual LearningBritish Machine Vision Conference (BMVC), 2021 Jhair Gallardo Tyler L. Hayes Christopher Kanan CLL 263 72 0 25 Mar 2021
Efficient Feature Transformations for Discriminative and Generative Continual LearningComputer Vision and Pattern Recognition (CVPR), 2021 Vinay Kumar Verma Kevin J. Liang Nikhil Mehta Piyush Rai Lawrence Carin CLL 265 87 0 25 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 283 211 0 22 Mar 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 139 23 0 06 Mar 2021
Posterior Meta-Replay for Continual LearningNeural Information Processing Systems (NeurIPS), 2021 Christian Henning Maria R. Cervera Francesco DÁngelo J. Oswald Regina Traber Benjamin Ehret Seijin Kobayashi Benjamin Grewe João Sacramento CLL BDL 420 70 0 01 Mar 2021
How do Quadratic Regularizers Prevent Catastrophic Forgetting: The Role of Interpolation Ekdeep Singh Lubana Puja Trivedi Danai Koutra Robert P. Dick 219 18 0 04 Feb 2021
A Bayesian Federated Learning Framework with Online Laplace ApproximationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Liang Liu Xi Jiang Feng Zheng Hong Chen Guo-Jun Qi Heng-Chiao Huang Ling Shao FedML 220 68 0 03 Feb 2021
Online Continual Learning in Image Classification: An Empirical SurveyNeurocomputing (Neurocomputing), 2021 Zheda Mai Ruiwen Li Jihwan Jeong David Quispe Hyunwoo J. Kim Scott Sanner VLM CLL 442 470 0 25 Jan 2021
Curriculum-Meta Learning for Order-Robust Continual Relation ExtractionAAAI Conference on Artificial Intelligence (AAAI), 2021 Tongtong Wu Xuekai Li Yuan-Fang Li Reza Haffari Guilin Qi Yujin Zhu Guoqiang Xu CLL 245 80 0 06 Jan 2021
When Do Curricula Work?International Conference on Learning Representations (ICLR), 2020 Xiaoxia Wu Ethan Dyer Behnam Neyshabur 324 126 0 05 Dec 2020
Overcoming Catastrophic Forgetting via Direction-Constrained Optimization Yunfei Teng A. Choromańska Murray Campbell Songtao Lu Parikshit Ram L. Horesh CLL 235 3 0 25 Nov 2020
Generalized Variational Continual LearningInternational Conference on Learning Representations (ICLR), 2020 Noel Loo S. Swaroop Richard Turner BDL CLL 176 70 0 24 Nov 2020
Linear Mode Connectivity in Multitask and Continual LearningInternational Conference on Learning Representations (ICLR), 2020 Seyed Iman Mirzadeh Mehrdad Farajtabar Dilan Görür Razvan Pascanu H. Ghasemzadeh CLL 257 164 0 09 Oct 2020
Learnable Uncertainty under Laplace Approximations Agustinus Kristiadi Matthias Hein Philipp Hennig UQCV BDL 195 38 0 06 Oct 2020
Disentangle-based Continual Graph Representation LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Xiaoyu Kou Yankai Lin Shaobo Liu Peng Li Jie Zhou Yan Zhang CLL 251 43 0 06 Oct 2020
The Effectiveness of Memory Replay in Large Scale Continual Learning Yogesh Balaji Mehrdad Farajtabar Dong Yin Alex Mott Ang Li 177 42 0 06 Oct 2020
Task Agnostic Continual Learning Using Online Variational Bayes with Fixed-Point UpdatesNeural Computation (Neural Comput.), 2020 Chen Zeno Itay Golan Elad Hoffer Daniel Soudry OOD FedML 205 49 0 01 Oct 2020
Continual Model-Based Reinforcement Learning with HypernetworksIEEE International Conference on Robotics and Automation (ICRA), 2020 Yizhou Huang Kevin Xie Homanga Bharadhwaj Florian Shkurti CLL 142 61 0 25 Sep 2020
Online Class-Incremental Continual Learning with Adversarial Shapley Value Dongsub Shim Zheda Mai Jihwan Jeong Scott Sanner Hyunwoo J. Kim Jongseong Jang CLL 260 6 0 31 Aug 2020
Memory Efficient Class-Incremental Learning for Image Classification Hanbin Zhao Haibo Wang Yongjian Fu Leilei Gan Xi Li CLL VLM 211 98 0 04 Aug 2020
Disentangling the Gauss-Newton Method and Approximate Inference for Neural Networks Alexander Immer BDL 118 5 0 21 Jul 2020
Drinking from a Firehose: Continual Learning with Web-scale Natural LanguageIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 157 28 0 18 Jul 2020
Anatomy of Catastrophic Forgetting: Hidden Representations and Task SemanticsInternational Conference on Learning Representations (ICLR), 2020 V. Ramasesh Ethan Dyer M. Raghu CLL 280 191 0 14 Jul 2020
Lifelong Policy Gradient Learning of Factored Policies for Faster Training Without ForgettingNeural Information Processing Systems (NeurIPS), 2020 Jorge Armando Mendez Mendez Boyu Wang Eric Eaton CLL 163 42 0 14 Jul 2020
Hands-on Bayesian Neural Networks -- a Tutorial for Deep Learning UsersIEEE Computational Intelligence Magazine (IEEE CIM), 2020 Laurent Valentin Jospin Wray Buntine F. Boussaïd Hamid Laga Bennamoun OOD BDL UQCV 466 765 0 14 Jul 2020
Graph-Based Continual LearningInternational Conference on Learning Representations (ICLR), 2020 Binh Tang David S. Matteson BDL CLL 185 40 0 09 Jul 2020
Continual Learning: Tackling Catastrophic Forgetting in Deep Neural Networks with Replay Processes Timothée Lesort CLL 265 23 0 01 Jul 2020
Enabling Continual Learning with Differentiable Hebbian Plasticity Vithursan Thangarasa Thomas Miconi Graham W. Taylor CLL 125 15 0 30 Jun 2020
MgSvF: Multi-Grained Slow vs. Fast Framework for Few-Shot Class-Incremental Learning Hanbin Zhao Yongjian Fu Mintong Kang Qi Tian Leilei Gan Xi Li CLL 399 130 0 28 Jun 2020
Continual Learning from the Perspective of Compression Xu He Min Lin CLL 115 3 0 26 Jun 2020
Generalisation Guarantees for Continual Learning with Orthogonal Gradient Descent Mehdi Abbana Bennani Thang Doan Masashi Sugiyama CLL 354 69 0 21 Jun 2020
Estimating Model Uncertainty of Neural Networks in Sparse Information Form Jongseo Lee Matthias Humt Jianxiang Feng Rudolph Triebel BDL UQCV 210 50 0 20 Jun 2020
Optimization and Generalization of Regularization-Based Continual Learning: a Loss Approximation Viewpoint Dong Yin Mehrdad Farajtabar Ang Li Nir Levine Alex Mott CLL 163 22 0 19 Jun 2020
Understanding the Role of Training Regimes in Continual LearningNeural Information Processing Systems (NeurIPS), 2020 Seyed Iman Mirzadeh Mehrdad Farajtabar Razvan Pascanu H. Ghasemzadeh CLL 215 260 0 12 Jun 2020
Unifying Regularisation Methods for Continual Learning Frederik Benzing CLL 139 9 0 11 Jun 2020
Variational Auto-Regressive Gaussian Processes for Continual Learning Sanyam Kapoor Theofanis Karaletsos T. Bui BDL 129 29 0 09 Jun 2020
Optimal Continual Learning has Perfect Memory and is NP-hard Jeremias Knoblauch Hisham Husain Tom Diethe CLL 235 110 0 09 Jun 2020
Addressing Catastrophic Forgetting in Few-Shot ProblemsInternational Conference on Machine Learning (ICML), 2020 Pauching Yap H. Ritter David Barber CLL BDL 291 20 0 30 Apr 2020
Continual Deep Learning by Functional Regularisation of Memorable PastNeural Information Processing Systems (NeurIPS), 2020 Pingbo Pan S. Swaroop Alexander Immer Runa Eschenhagen Richard Turner Mohammad Emtiyaz Khan KELM CLL 278 162 0 29 Apr 2020
Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors Nikhil Mehta Kevin J. Liang Vinay K Verma Lawrence Carin CLL 246 5 0 21 Apr 2020
Continual Learning with Extended Kronecker-factored Approximate CurvatureComputer Vision and Pattern Recognition (CVPR), 2020 Janghyeon Lee H. Hong Donggyu Joo Junmo Kim CLL 187 64 0 16 Apr 2020
A Graph Convolutional Topic Model for Short and Noisy Text Streams Ngo Van Linh Tran Xuan Bach Khoat Than 281 1 0 13 Mar 2020