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Continual Learning with Deep Generative Replay

24 May 2017

Papers citing "Continual Learning with Deep Generative Replay"

50 / 1,228 papers shown

Title
One-shot learning for the long term: consolidation with an artificial hippocampal algorithmIEEE International Joint Conference on Neural Network (IJCNN), 2021 Gideon Kowadlo Abdelrahman Ahmed D. Rawlinson CLL 119 3 0 15 Feb 2021
Adversarial Training of Variational Auto-encoders for Continual Zero-shot Learning(A-CZSL)IEEE International Joint Conference on Neural Network (IJCNN), 2021 Subhankar Ghosh CLL VLM 206 12 0 07 Feb 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
Do Not Forget to Attend to Uncertainty while Mitigating Catastrophic ForgettingIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021 V. Kurmi Badri N. Patro Venkatesh Subramanian Vinay P. Namboodiri 218 25 0 03 Feb 2021
Self-Attention Meta-Learner for Continual LearningAdaptive Agents and Multi-Agent Systems (AAMAS), 2021 Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy CLL 85 12 0 28 Jan 2021
Generalising via Meta-Examples for Continual Learning in the WildInternational Conference on Machine Learning, Optimization, and Data Science (MOD), 2021 Alessia Bertugli Stefano Vincenzi Simone Calderara Baptiste Caramiaux CLL 160 2 0 28 Jan 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 482 473 0 25 Jan 2021
Machine Learning for the Detection and Identification of Internet of Things (IoT) Devices: A SurveyIEEE Internet of Things Journal (IEEE IoT Journal), 2021 Yongxin Liu Jian Wang Jianqiang Li Shuteng Niu Haoze Song 223 168 0 25 Jan 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 413 46 0 23 Jan 2021
Continual Learning of Generative Models with Limited Data: From Wasserstein-1 Barycenter to Adaptive CoalescenceIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 M. Dedeoglu Sen Lin Zhaofeng Zhang Junshan Zhang 174 2 0 22 Jan 2021
Generative Replay-based Continual Zero-Shot Learning C. Gautam S. Parameswaran Ashish Mishra Suresh Sundaram CLL VLM 136 9 0 22 Jan 2021
Incremental Knowledge Based Question Answering Chak Tou Leong Wenjie Li Liqiang Nie CLL 88 1 0 18 Jan 2021
Learning Invariant Representation for Continual Learning Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy BDL CLL 112 16 0 15 Jan 2021
Mining Data Impressions from Deep Models as Substitute for the Unavailable Training DataIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Gaurav Kumar Nayak Konda Reddy Mopuri Saksham Jain Anirban Chakraborty 198 14 0 15 Jan 2021
Continual Learning of Knowledge Graph EmbeddingsIEEE Robotics and Automation Letters (RA-L), 2021 A. Daruna Mehul Gupta Mohan Sridharan Sonia Chernova CLL 152 63 0 14 Jan 2021
EEC: Learning to Encode and Regenerate Images for Continual LearningInternational Conference on Learning Representations (ICLR), 2021 Ali Ayub Alan R. Wagner CLL 393 62 0 13 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 81 0 06 Jan 2021
CLeaR: An Adaptive Continual Learning Framework for Regression TasksAI Perspectives (AP), 2021 Yujiang He Bernhard Sick CLL 215 42 0 04 Jan 2021
ORDisCo: Effective and Efficient Usage of Incremental Unlabeled Data for Semi-supervised Continual LearningComputer Vision and Pattern Recognition (CVPR), 2021 Liyuan Wang Kuo Yang Chongxuan Li Lanqing Hong Zhenguo Li Jun Zhu CLL BDL 185 100 0 02 Jan 2021
Incremental Embedding Learning via Zero-Shot TranslationAAAI Conference on Artificial Intelligence (AAAI), 2020 Kun-Juan Wei Cheng Deng Xu Yang Maosen Li CLL 148 23 0 31 Dec 2020
Efficient Continual Learning with Modular Networks and Task-Driven PriorsInternational Conference on Learning Representations (ICLR), 2020 Tom Véniat Ludovic Denoyer MarcÁurelio Ranzato CLL 269 106 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
Towards Recognizing New Semantic Concepts in New Visual Domains Goran Frehse OOD 229 0 0 16 Dec 2020
I3DOL: Incremental 3D Object Learning without Catastrophic ForgettingAAAI Conference on Artificial Intelligence (AAAI), 2020 Jiahua Dong Yang Cong Gan Sun Bingtao Ma Lichen Wang 3DPC CLL 255 36 0 16 Dec 2020
Class-incremental Learning with Rectified Feature-Graph PreservationAsian Conference on Computer Vision (ACCV), 2020 Cheng-Hsun Lei Yi-Hsin Wen-Hsiao Peng Wei-Chen Chiu CLL 156 6 0 15 Dec 2020
Parameter-Efficient Transfer Learning with Diff PruningAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Demi Guo Alexander M. Rush Yoon Kim 290 465 0 14 Dec 2020
Learn-Prune-Share for Lifelong LearningIndustrial Conference on Data Mining (IDM), 2020 Zifeng Wang T. Jian Kaushik R. Chowdhury Yanzhi Wang Jennifer Dy Stratis Ioannidis KELM CLL 146 43 0 13 Dec 2020
Knowledge Capture and Replay for Continual LearningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020 Saisubramaniam Gopalakrishnan Pranshu Ranjan Singh Haytham M. Fayek Savitha Ramasamy Arulmurugan Ambikapathi CLL 176 18 0 12 Dec 2020
Overcoming Catastrophic Forgetting in Graph Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2020 Huihui Liu Yiding Yang Xinchao Wang 379 145 0 10 Dec 2020
Better Knowledge Retention through Metric Learning Ke Li Shichong Peng Kailas Vodrahalli Jitendra Malik CLL 92 0 0 26 Nov 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
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
Energy-Based Models for Continual Learning Shuang Li Yilun Du Gido M. van de Ven Igor Mordatch 219 46 0 24 Nov 2020
PLOP: Learning without Forgetting for Continual Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2020 Arthur Douillard Yifu Chen Arnaud Dapogny Matthieu Cord CLL 298 285 0 23 Nov 2020
Generalized Continual Zero-Shot Learning C. Gautam S. Parameswaran Ashish Mishra Suresh Sundaram BDL VLM CLL 359 12 0 17 Nov 2020
Gradient Episodic Memory with a Soft Constraint for Continual Learning Guannan Hu Wu Zhang Hu Ding Wenhao Zhu CLL 96 12 0 16 Nov 2020
Lifelong Learning Without a Task Oracle A. Rios Laurent Itti CLL 69 13 0 09 Nov 2020
A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks Eden Belouadah Adrian Daniel Popescu Ioannis Kanellos CLL 386 237 0 03 Nov 2020
Bilevel Continual LearningIEEE International Joint Conference on Neural Network (IJCNN), 2020 Ammar Shaker Francesco Alesiani Shujian Yu Wenzhe Yin CLL 72 0 0 02 Nov 2020
Collaborative Method for Incremental Learning on Classification and GenerationInternational Conference on Information Photonics (ICIP), 2019 Byungju Kim Jaeyoung Lee Kyungsu Kim Sungjin Kim Junmo Kim CLL 58 1 0 29 Oct 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 423 803 0 28 Oct 2020
Restrained Generative Adversarial Network against Overfitting in Numeric Data Augmentation Wei Wang Yimeng Chai Tao Cui Chuang Wang Baohua Zhang Yuemei Li Yi An GAN 78 0 0 26 Oct 2020
A Combinatorial Perspective on Transfer LearningNeural Information Processing Systems (NeurIPS), 2020 Jianan Wang Eren Sezener David Budden Marcus Hutter J. Veness CLL 149 9 0 23 Oct 2020
Online Structured Meta-learning Huaxiu Yao Yingbo Zhou M. Mahdavi Ruoyao Xiao R. Socher Caiming Xiong 136 28 0 22 Oct 2020
What is Wrong with Continual Learning in Medical Image Segmentation? Camila González Nick Lemke G. Sakas Anirban Mukhopadhyay CLL 215 33 0 21 Oct 2020
Class-incremental Learning with Pre-allocated Fixed ClassifiersInternational Conference on Pattern Recognition (ICPR), 2020 F. Pernici Matteo Bruni C. Baecchi F. Turchini Marco Bertini CLL 297 41 0 16 Oct 2020
On the Exploration of Incremental Learning for Fine-grained Image Retrieval Wei Chen Yu Liu Weiping Wang Tinne Tuytelaars E. Bakker M. Lew CLL 103 19 0 15 Oct 2020
Rethinking Experience Replay: a Bag of Tricks for Continual Learning Pietro Buzzega Matteo Boschini Angelo Porrello Simone Calderara CLL 176 173 0 12 Oct 2020
Adaptive Aggregation Networks for Class-Incremental LearningComputer Vision and Pattern Recognition (CVPR), 2020 Yaoyao Liu Bernt Schiele Qianru Sun CLL 343 250 0 10 Oct 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 269 166 0 09 Oct 2020