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On Tiny Episodic Memories in Continual Learning

27 February 2019

Arslan Chaudhry

Marcus Rohrbach

Mohamed Elhoseiny

Thalaiyasingam Ajanthan

Papers citing "On Tiny Episodic Memories in Continual Learning"

50 / 270 papers shown

Title
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
Bilevel Online Deep Learning in Non-stationary EnvironmentInternational Conference on Artificial Neural Networks (ICANN), 2022 Ya-nan Han Jian Liu Bing-biao Xiao Xin-Tan Wang Xiong-lin Luo 165 4 0 25 Jan 2022
Unified Question Generation with Continual Lifelong LearningThe Web Conference (WWW), 2022 Wei Yuan Hongzhi Yin Tieke He Tong Chen Qiufeng Wang Li-zhen Cui 207 11 0 24 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 385 106 0 17 Jan 2022
Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data Hamed Hemati Marco Schreyer Damian Borth 205 13 0 25 Dec 2021
Contrastive Continual Learning with Feature Propagation Xuejun Han Yuhong Guo CLL 147 4 0 03 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 150 105 0 26 Nov 2021
Continual Learning via Local Module CompositionNeural Information Processing Systems (NeurIPS), 2021 O. Ostapenko Pau Rodríguez López Massimo Caccia Laurent Charlin KELM CLL 231 82 0 15 Nov 2021
Class Incremental Online Streaming Learning S. Banerjee Vinay Kumar Verma T. Parag M. Singh Vinay P. Namboodiri CLL 125 4 0 20 Oct 2021
Dendritic Self-Organizing Maps for Continual Learning Kosmas Pinitas Spyridon Chavlis Panayiota Poirazi CLL 111 10 0 18 Oct 2021
Representational Continuity for Unsupervised Continual Learning Divyam Madaan Jaehong Yoon Yuanchun Li Yunxin Liu Sung Ju Hwang CLL SSL 317 136 0 13 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 114 98 0 09 Oct 2021
Meta Learning on a Sequence of Imbalanced Domains with Difficulty Awareness Zhenyi Wang Tiehang Duan Le Fang Qiuling Suo Mingchen Gao 350 20 0 29 Sep 2021
Formalizing the Generalization-Forgetting Trade-off in Continual Learning Krishnan Raghavan Dali Wang CLL 164 36 0 28 Sep 2021
Saliency Guided Experience Packing for Replay in Continual LearningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021 Gobinda Saha Kaushik Roy VLM KELM CLL 262 25 0 10 Sep 2021
Principal Gradient Direction and Confidence Reservoir Sampling for Continual LearningInternational Conference on Artificial Neural Networks (ICANN), 2021 Zhiyi Chen Tong Lin CLL 58 1 0 21 Aug 2021
AdaXpert: Adapting Neural Architecture for Growing DataInternational Conference on Machine Learning (ICML), 2021 Shuaicheng Niu Jiaxiang Wu Guanghui Xu Yifan Zhang Yong Guo P. Zhao Peng Wang Zhuliang Yu 209 14 0 01 Jul 2021
On the importance of cross-task features for class-incremental learning Albin Soutif--Cormerais Marc Masana Joost van de Weijer Bartlomiej Twardowski CLL 245 23 0 22 Jun 2021
Always Be Dreaming: A New Approach for Data-Free Class-Incremental LearningIEEE International Conference on Computer Vision (ICCV), 2021 James Smith Yen-Chang Hsu John C. Balloch Yilin Shen Hongxia Jin Z. Kira CLL 307 195 0 17 Jun 2021
SPeCiaL: Self-Supervised Pretraining for Continual Learning Lucas Caccia Joelle Pineau CLL SSL 124 19 0 16 Jun 2021
Optimizing Reusable Knowledge for Continual Learning via MetalearningNeural Information Processing Systems (NeurIPS), 2021 J. Hurtado Alain Raymond-Sáez Alvaro Soto CLL 274 42 0 09 Jun 2021
Enabling On-Device Self-Supervised Contrastive Learning With Selective Data ContrastDesign Automation Conference (DAC), 2021 Yawen Wu Zhepeng Wang Dewen Zeng Yiyu Shi Jingtong Hu SSL 155 28 0 07 Jun 2021
Online Coreset Selection for Rehearsal-based Continual LearningInternational Conference on Learning Representations (ICLR), 2021 Jaehong Yoon Divyam Madaan Eunho Yang Sung Ju Hwang CLL 332 170 0 02 Jun 2021
Schematic Memory Persistence and Transience for Efficient and Robust Continual LearningNeural Networks (NN), 2021 Yuyang Gao Giorgio Ascoli Bo Pan 139 6 0 05 May 2021
A Deep Learning Framework for Lifelong Machine Learning Charles X. Ling Tanner A. Bohn CLL 76 5 0 01 May 2021
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph CompletionAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2021 Jiapeng Wu Yishi Xu Yingxue Zhang Chen Ma Mark Coates Jackie C.K. Cheung CLL 157 25 0 17 Apr 2021
Rehearsal revealed: The limits and merits of revisiting samples in continual learningIEEE International Conference on Computer Vision (ICCV), 2021 Eli Verwimp Matthias De Lange Tinne Tuytelaars CLL 139 112 0 15 Apr 2021
New Insights on Reducing Abrupt Representation Change in Online Continual LearningInternational Conference on Learning Representations (ICLR), 2021 Lucas Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 334 243 0 11 Apr 2021
ZS-IL: Looking Back on Learned Experiences For Zero-Shot Incremental Learning Mozhgan Pourkeshavarz Mohammad Sabokrou CLL VLM 83 0 0 22 Mar 2021
Gradient Projection Memory for Continual LearningInternational Conference on Learning Representations (ICLR), 2021 Gobinda Saha Isha Garg Kaushik Roy VLM CLL 238 354 0 17 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 440 70 0 01 Mar 2021
Memory-Efficient Semi-Supervised Continual Learning: The World is its Own Replay BufferIEEE International Joint Conference on Neural Network (IJCNN), 2021 James Smith Jonathan C. Balloch Yen-Chang Hsu Z. Kira CLL 401 46 0 23 Jan 2021
Efficient Continual Learning with Modular Networks and Task-Driven PriorsInternational Conference on Learning Representations (ICLR), 2020 Tom Véniat Ludovic Denoyer MarcÁurelio Ranzato CLL 245 106 0 23 Dec 2020
Continual Lifelong Learning in Natural Language Processing: A SurveyInternational Conference on Computational Linguistics (COLING), 2020 Magdalena Biesialska Katarzyna Biesialska Marta R. Costa-jussá KELM CLL 243 247 0 17 Dec 2020
Continual Adaptation of Visual Representations via Domain Randomization and Meta-learning Riccardo Volpi Diane Larlus Grégory Rogez VLM OOD CLL 225 81 0 08 Dec 2020
BinPlay: A Binary Latent Autoencoder for Generative Replay Continual LearningIEEE International Joint Conference on Neural Network (IJCNN), 2020 Kamil Deja Pawel Wawrzyñski Daniel Marczak Wojciech Masarczyk Tomasz Trzciñski SyDa 144 10 0 25 Nov 2020
Gradient Episodic Memory with a Soft Constraint for Continual Learning Guannan Hu Wu Zhang Hu Ding Wenhao Zhu CLL 92 12 0 16 Nov 2020
Class-incremental learning: survey and performance evaluation on image classificationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Marc Masana Xialei Liu Bartlomiej Twardowski Mikel Menta Andrew D. Bagdanov Joost van de Weijer CLL 411 799 0 28 Oct 2020
A Combinatorial Perspective on Transfer LearningNeural Information Processing Systems (NeurIPS), 2020 Jianan Wang Eren Sezener David Budden Marcus Hutter J. Veness CLL 145 9 0 23 Oct 2020
Continual Learning in Low-rank Orthogonal Subspaces Arslan Chaudhry Naeemullah Khan P. Dokania Juil Sock CLL 299 148 0 22 Oct 2020
Continual Learning for Natural Language Generation in Task-oriented Dialog SystemsFindings (Findings), 2020 Fei Mi Liangwei Chen Mengjie Zhao Shiyu Huang Boi Faltings CLL KELM 174 77 0 02 Oct 2020
Meta-Consolidation for Continual LearningNeural Information Processing Systems (NeurIPS), 2020 K. J. Joseph V. Balasubramanian CLL 160 59 0 01 Oct 2020
An Empirical Investigation Towards Efficient Multi-Domain Language Model Pre-trainingConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Kristjan Arumae Q. Sun Parminder Bhatia 183 15 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 154 61 0 25 Sep 2020
Routing Networks with Co-training for Continual Learning Mark Collier Efi Kokiopoulou Andrea Gesmundo Jesse Berent CLL 159 15 0 09 Sep 2020
Compression-aware Continual Learning using Singular Value Decomposition Varigonda Pavan Teja Priyadarshini Panda CLL 140 0 0 03 Sep 2020
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsIEEE International Conference on Computer Vision (ICCV), 2020 Matthias De Lange Tinne Tuytelaars CLL 445 241 0 02 Sep 2020
iLGaCo: Incremental Learning of Gait Covariate Factors Zihao Mu F. M. Castro M. Marín-Jiménez Nicolás Guil Mata Yan-Ran Li Shiqi Yu 130 6 0 31 Aug 2020
Meta Continual Learning via Dynamic Programming R. Krishnan Dali Wang CLL 148 10 0 05 Aug 2020
ADER: Adaptively Distilled Exemplar Replay Towards Continual Learning for Session-based RecommendationACM Conference on Recommender Systems (RecSys), 2020 Fei Mi Xiao Lin Boi Faltings CLL 222 60 0 23 Jul 2020