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Continual Learning with Deep Generative Replay

24 May 2017

Papers citing "Continual Learning with Deep Generative Replay"

50 / 616 papers shown

Title
Learning offline: memory replay in biological and artificial reinforcement learning Emma Roscow Raymond Chua Rui Ponte Costa Matt W. Jones Nathan Lepora CLL OffRL 41 26 0 21 Sep 2021
AirLoop: Lifelong Loop Closure Detection Dasong Gao Chen Wang Sebastian Scherer 65 16 0 18 Sep 2021
Saliency Guided Experience Packing for Replay in Continual Learning Gobinda Saha Kaushik Roy VLM KELM CLL 136 23 0 10 Sep 2021
Memory-Free Generative Replay For Class-Incremental Learning Xiaomeng Xin Yiran Zhong Yunzhong Hou Jinjun Wang Liang Zheng 79 8 0 01 Sep 2021
A review of mobile robot motion planning methods: from classical motion planning workflows to reinforcement learning-based architectures Changyin Sun Zicheng He Chunwei Song Changyin Sun 108 59 0 31 Aug 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
Detection and Continual Learning of Novel Face Presentation Attacks Mohammad Rostami L. Spinoulas Mohamed E. Hussein Joe Mathai Wael AbdAlmageed CLL AAML 73 34 0 27 Aug 2021
Continual learning under domain transfer with sparse synaptic bursting Shawn L. E. Beaulieu Jeff Clune Nick Cheney CLL OOD 75 1 0 26 Aug 2021
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris 74 6 0 26 Aug 2021
Lifelong Infinite Mixture Model Based on Knowledge-Driven Dirichlet Process Fei Ye A. Bors CLL 68 18 0 25 Aug 2021
Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data Zhipeng Cai Ozan Sener V. Koltun CLL 65 87 0 20 Aug 2021
An Investigation of Replay-based Approaches for Continual Learning Benedikt Bagus A. Gepperth CLL 84 35 0 15 Aug 2021
Discriminative Distillation to Reduce Class Confusion in Continual Learning Changhong Zhong Z. Cui Ruixuan Wang Weishi Zheng 57 1 0 11 Aug 2021
RECALL: Replay-based Continual Learning in Semantic Segmentation Andrea Maracani Umberto Michieli Marco Toldo Pietro Zanuttigh VLM CLL 107 116 0 08 Aug 2021
Sequoia: A Software Framework to Unify Continual Learning Research Fabrice Normandin Florian Golemo O. Ostapenko Pau Rodríguez López Matthew D Riemer ... Dominic Zhao Timothée Lesort Laurent Charlin Irina Rish Massimo Caccia CLL 105 21 0 02 Aug 2021
On The State of Data In Computer Vision: Human Annotations Remain Indispensable for Developing Deep Learning Models Z. Emam Andrew Kondrich Sasha Harrison Felix Lau Yushi Wang Aerin Kim E. Branson VLM 50 13 0 31 Jul 2021
Algorithmic insights on continual learning from fruit flies Yang Shen S. Dasgupta Saket Navlakha 77 13 0 15 Jul 2021
Lifelong Mixture of Variational Autoencoders Fei Ye A. Bors DRL 49 27 0 09 Jul 2021
Lifelong Teacher-Student Network Learning Fei Ye A. Bors CLL 58 45 0 09 Jul 2021
A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification Giampaolo Bovenzi Lixuan Yang A. Finamore Giuseppe Aceto D. Ciuonzo A. Pescapé Dario Rossi 77 23 0 09 Jul 2021
Continual Learning in the Teacher-Student Setup: Impact of Task Similarity Sebastian Lee Sebastian Goldt Andrew M. Saxe CLL 88 75 0 09 Jul 2021
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation Arthur Douillard Yifu Chen Arnaud Dapogny Matthieu Cord CLL 61 21 0 29 Jun 2021
Unsupervised Continual Learning via Self-Adaptive Deep Clustering Approach Mahardhika Pratama Andri Ashfahani E. Lughofer SSL CLL 120 16 0 28 Jun 2021
Learning without Forgetting for 3D Point Cloud Objects T. Chowdhury Mahira Jalisha A. Cheraghian Shafin Rahman 3DPC 80 9 0 27 Jun 2021
Continual Learning via Inter-Task Synaptic Mapping Fubing Mao Weiwei Weng Mahardhika Pratama E. Yapp CLL KELM 121 21 0 26 Jun 2021
Task-agnostic Continual Learning with Hybrid Probabilistic Models Polina Kirichenko Mehrdad Farajtabar Dushyant Rao Balaji Lakshminarayanan Nir Levine Ang Li Huiyi Hu A. Wilson Razvan Pascanu VLM BDL CLL 81 20 0 24 Jun 2021
On the importance of cross-task features for class-incremental learning Albin Soutif--Cormerais Marc Masana Joost van de Weijer Bartlomiej Twardowski CLL 96 20 0 22 Jun 2021
Dual-Teacher Class-Incremental Learning With Data-Free Generative Replay Yoojin Choi Mostafa El-Khamy Jungwon Lee CLL 72 41 0 17 Jun 2021
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning James Smith Yen-Chang Hsu John C. Balloch Yilin Shen Hongxia Jin Z. Kira CLL 113 171 0 17 Jun 2021
Towards Heterogeneous Clients with Elastic Federated Learning Zichen Ma Yu Lu Zihan Lu Wenye Li Jinfeng Yi Shuguang Cui FedML 41 3 0 17 Jun 2021
SPeCiaL: Self-Supervised Pretraining for Continual Learning Lucas Caccia Joelle Pineau CLL SSL 76 19 0 16 Jun 2021
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 117 49 0 15 Jun 2021
Deep Bayesian Unsupervised Lifelong Learning Tingting Zhao Zifeng Wang A. Masoomi Jennifer Dy BDL 73 27 0 13 Jun 2021
Knowledge Consolidation based Class Incremental Online Learning with Limited Data M. A. Karim Vinay Kumar Verma Pravendra Singh Vinay P. Namboodiri Piyush Rai CLL 32 0 0 12 Jun 2021
Invariant Information Bottleneck for Domain Generalization Yue Liu Yifei Shen Yezhen Wang Wenzhen Zhu Colorado Reed Jun Zhang Dongsheng Li Kurt Keutzer Han Zhao OOD 97 117 0 11 Jun 2021
Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning Liangqiong Qu Yuyin Zhou Paul Pu Liang Yingda Xia Feifei Wang Ehsan Adeli L. Fei-Fei D. Rubin FedML AI4CE 114 186 0 10 Jun 2021
Optimizing Reusable Knowledge for Continual Learning via Metalearning J. Hurtado Alain Raymond-Sáez Alvaro Soto CLL 89 38 0 09 Jun 2021
Generative Feature-driven Image Replay for Continual Learning Kevin Thandiackal Tiziano Portenier Andrea Giovannini M. Gabrani O. Goksel CLL VLM DiffM 50 10 0 09 Jun 2021
Knowing when we do not know: Bayesian continual learning for sensing-based analysis tasks S. S. Rodríguez Cecilia Mascolo Young D. Kwon CLL 52 13 0 06 Jun 2021
Model Zoo: A Growing "Brain" That Learns Continually Rahul Ramesh Pratik Chaudhari CLL FedML 111 66 0 06 Jun 2021
Same State, Different Task: Continual Reinforcement Learning without Interference Samuel Kessler Jack Parker-Holder Philip J. Ball S. Zohren Stephen J. Roberts CLL OffRL 91 47 0 05 Jun 2021
A Procedural World Generation Framework for Systematic Evaluation of Continual Learning Timm Hess Martin Mundt Iuliia Pliushch Visvanathan Ramesh 75 7 0 04 Jun 2021
Continual Learning in Deep Networks: an Analysis of the Last Layer Timothée Lesort Thomas George Irina Rish KELM 94 22 0 03 Jun 2021
Encoders and Ensembles for Task-Free Continual Learning Murray Shanahan Christos Kaplanis Jovana Mitrović CLL 105 25 0 27 May 2021
Continual Learning for Real-World Autonomous Systems: Algorithms, Challenges and Frameworks Khadija Shaheen Muhammad Abdullah Hanif Osman Hasan Mohamed Bennai CLL 84 93 0 26 May 2021
ACAE-REMIND for Online Continual Learning with Compressed Feature Replay Kai Wang Luis Herranz Joost van de Weijer CLL 117 14 0 18 May 2021
Layerwise Optimization by Gradient Decomposition for Continual Learning Shixiang Tang Dapeng Chen Jinguo Zhu Shijie Yu Wanli Ouyang CLL 79 65 0 17 May 2021
Class-Incremental Learning for Wireless Device Identification in IoT Yongxin Liu Jian Wang Jianqiang Li Shuteng Niu Haoze Song 48 58 0 08 May 2021
Schematic Memory Persistence and Transience for Efficient and Robust Continual Learning Yuyang Gao Giorgio Ascoli Liang Zhao 61 5 0 05 May 2021
Self-Improving Semantic Perception for Indoor Localisation Hermann Blum Francesco Milano René Zurbrugg Roland Siegward Cesar Cadena Abel Gawel 104 8 0 04 May 2021