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
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 156 3 0 09 Nov 2022
A Theoretical Study on Solving Continual LearningNeural Information Processing Systems (NeurIPS), 2022 Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Yinan Han CLL 185 90 0 04 Nov 2022
Black-box Coreset Variational InferenceNeural Information Processing Systems (NeurIPS), 2022 Dionysis Manousakas H. Ritter Theofanis Karaletsos BDL 206 4 0 04 Nov 2022
HesScale: Scalable Computation of Hessian Diagonals Mohamed Elsayed A. R. Mahmood 211 9 0 20 Oct 2022
Task-Free Continual Learning via Online Discrepancy Distance LearningNeural Information Processing Systems (NeurIPS), 2022 Fei Ye A. Bors CLL 294 31 0 12 Oct 2022
On the Effectiveness of Lipschitz-Driven Rehearsal in Continual LearningNeural Information Processing Systems (NeurIPS), 2022 Lorenzo Bonicelli Matteo Boschini Angelo Porrello C. Spampinato Simone Calderara CLL 205 57 0 12 Oct 2022
Efficient Bayesian Updates for Deep Learning via Laplace Approximations Denis Huseljic M. Herde Lukas Rauch Paul Hahn Zhixin Huang D. Kottke S. Vogt Bernhard Sick BDL 223 0 0 12 Oct 2022
Efficient Meta-Learning for Continual Learning with Taylor Expansion ApproximationIEEE International Joint Conference on Neural Network (IJCNN), 2022 Xiaohan Zou Tong Lin CLL 128 3 0 03 Oct 2022
Continuous QA Learning with Structured Prompts Yinhe Zheng CLL 464 1 0 31 Aug 2022
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge Xiaofan Yu Yunhui Guo Sicun Gao Tajana Simunic CLL SSL 320 21 0 24 Aug 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Yinan Han VLM CLL OODD 165 41 0 20 Aug 2022
DLCFT: Deep Linear Continual Fine-Tuning for General Incremental LearningEuropean Conference on Computer Vision (ECCV), 2022 Hyounguk Shon Janghyeon Lee Seungwook Kim Junmo Kim CLL 101 15 0 17 Aug 2022
On the Limitations of Continual Learning for Malware Classification Mohammad Saidur Rahman Scott E. Coull M. Wright 96 23 0 13 Aug 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 257 35 0 15 Jul 2022
Modular Lifelong Reinforcement Learning via Neural CompositionInternational Conference on Learning Representations (ICLR), 2022 Jorge Armando Mendez Mendez H. V. Seijen Eric Eaton OffRL KELM CLL 263 49 0 01 Jul 2022
SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning F. Sarfraz Elahe Arani Bahram Zonooz CLL 169 14 0 08 Jun 2022
Cross-lingual Lifelong LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Meryem M'hamdi Xiang Ren Jonathan May CLL 192 13 0 23 May 2022
Posterior Refinement Improves Sample Efficiency in Bayesian Neural NetworksNeural Information Processing Systems (NeurIPS), 2022 Agustinus Kristiadi Runa Eschenhagen Philipp Hennig BDL 210 15 0 20 May 2022
Learning Representations for New Sound Classes With Continual Self-Supervised LearningIEEE Signal Processing Letters (SPL), 2022 Zhepei Wang Cem Subakan Xilin Jiang Junkai Wu Efthymios Tzinis Mirco Ravanelli Paris Smaragdis CLL SSL 242 20 0 15 May 2022
Task-specific Compression for Multi-task Language Models using Attribution-based PruningFindings (Findings), 2022 Nakyeong Yang Yunah Jang Hwanhee Lee Seohyeong Jung Kyomin Jung 139 10 0 09 May 2022
Continual Normalization: Rethinking Batch Normalization for Online Continual LearningInternational Conference on Learning Representations (ICLR), 2022 Quang Pham Chenghao Liu Guosheng Lin BDL OnRL 164 66 0 30 Mar 2022
Towards Exemplar-Free Continual Learning in Vision Transformers: an Account of Attention, Functional and Weight Regularization Francesco Pelosin Saurav Jha A. Torsello Bogdan Raducanu Joost van de Weijer CLL 298 38 0 24 Mar 2022
Online Continual Learning for Embedded Devices Tyler L. Hayes Christopher Kanan CLL 270 64 0 21 Mar 2022
Continual Learning Based on OOD Detection and Task Masking Gyuhak Kim Sepideh Esmaeilpour Changnan Xiao Bing-Quan Liu OODD CLL 152 24 0 17 Mar 2022
Continual Few-shot Relation Learning via Embedding Space Regularization and Data AugmentationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Chengwei Qin Shafiq Joty BDL CLL 217 44 0 04 Mar 2022
Continual Feature Selection: Spurious Features in Continual Learning Timothée Lesort CLL 211 10 0 02 Mar 2022
TRGP: Trust Region Gradient Projection for Continual LearningInternational Conference on Learning Representations (ICLR), 2022 Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 279 95 0 07 Feb 2022
Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning SystemInternational Conference on Learning Representations (ICLR), 2022 Elahe Arani F. Sarfraz Bahram Zonooz CLL 279 160 0 29 Jan 2022
Continual Learning with Recursive Gradient OptimizationInternational Conference on Learning Representations (ICLR), 2022 Hao Liu Huaping Liu VLM CLL 227 46 0 29 Jan 2022
Gradient Descent on Neurons and its Link to Approximate Second-Order OptimizationInternational Conference on Machine Learning (ICML), 2022 Frederik Benzing ODL 268 29 0 28 Jan 2022
Provable Continual Learning via Sketched Jacobian Approximations Reinhard Heckel CLL 174 11 0 09 Dec 2021
Efficient Online Bayesian Inference for Neural Bandits Gerardo Duran-Martín Aleyna Kara Kevin Patrick Murphy BDL 143 18 0 01 Dec 2021
Non-IID data and Continual Learning processes in Federated Learning: A long road aheadInformation Fusion (Inf. Fusion), 2021 Marcos F. Criado F. Casado R. Iglesias Carlos V. Regueiro S. Barro FedML 154 105 0 26 Nov 2021
FFNB: Forgetting-Free Neural Blocks for Deep Continual Visual LearningBritish Machine Vision Conference (BMVC), 2021 H. Sahbi Haoming Zhan AI4CE 78 3 0 22 Nov 2021
Kronecker Factorization for Preventing Catastrophic Forgetting in Large-scale Medical Entity Linking Denis Jered McInerney Luyang Kong Kristjan Arumae Byron C. Wallace Parminder Bhatia CLL 126 1 0 11 Nov 2021
A Survey on Epistemic (Model) Uncertainty in Supervised Learning: Recent Advances and Applications Xinlei Zhou Han Liu Farhad Pourpanah T. Zeng Xizhao Wang UQCV UD 290 73 0 03 Nov 2021
Behavioral Experiments for Understanding Catastrophic Forgetting Samuel J. Bell Neil D. Lawrence 204 4 0 20 Oct 2021
Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual LearningNeural Information Processing Systems (NeurIPS), 2021 Danruo Deng Guangyong Chen Jianye Hao Qiong Wang Pheng-Ann Heng CLL AAML 118 98 0 09 Oct 2021
Kalman Bayesian Neural Networks for Closed-form Online Learning Philipp Wagner Xinyang Wu Marco F. Huber BDL 101 19 0 03 Oct 2021
GROWN: GRow Only When Necessary for Continual Learning Li Yang Sen Lin Junshan Zhang Deliang Fan CLL 176 13 0 03 Oct 2021
Powerpropagation: A sparsity inducing weight reparameterisation Jonathan Richard Schwarz Siddhant M. Jayakumar Razvan Pascanu P. Latham Yee Whye Teh 337 57 0 01 Oct 2021
DualNet: Continual Learning, Fast and Slow Quang Pham Chenghao Liu Guosheng Lin CLL 251 49 0 01 Oct 2021
Recent Advances of Continual Learning in Computer Vision: An OverviewIET Computer Vision (ICV), 2021 Haoxuan Qu Hossein Rahmani Kepeng Xu Bryan M. Williams Jun Liu VLM CLL 426 96 0 23 Sep 2021
Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers Zhuang Li Zhuang Li Gholamreza Haffari CLL 221 15 0 11 Sep 2021
Unified Regularity Measures for Sample-wise Learning and Generalization Chi Zhang Xiaoning Ma Yu Liu Le Wang Yuanqi Su Yuehu Liu 172 4 0 09 Aug 2021
Towards Zero-shot Language ModelingConference on Empirical Methods in Natural Language Processing (EMNLP), 2019 Edoardo Ponti Ivan Vulić Robert Bamler Roi Reichart Anna Korhonen 127 19 0 06 Aug 2021
Kernel Continual Learning Mohammad Mahdi Derakhshani Xiantong Zhen Ling Shao Cees G. M. Snoek CLL BDL VLM 212 41 0 12 Jul 2021
Lifelong Mixture of Variational AutoencodersIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Fei Ye A. Bors DRL 111 32 0 09 Jul 2021
Laplace Redux -- Effortless Bayesian Deep LearningNeural Information Processing Systems (NeurIPS), 2021 Erik A. Daxberger Agustinus Kristiadi Alexander Immer Runa Eschenhagen Matthias Bauer Philipp Hennig BDL UQCV 667 384 0 28 Jun 2021
Knowledge-Adaptation Priors Mohammad Emtiyaz Khan S. Swaroop BDL VLM ODL 172 29 0 16 Jun 2021