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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
Unified Question Generation with Continual Lifelong Learning Wei Yuan Hongzhi Yin Tieke He Tong Chen Qiufeng Wang Li-zhen Cui 101 11 0 24 Jan 2022
PaRT: Parallel Learning Towards Robust and Transparent AI Mahsa Paknezhad Hamsawardhini Rengarajan Chenghao Yuan Sujanya Suresh Manas Gupta Savitha Ramasamy Hwee Kuan Lee OOD 73 1 0 24 Jan 2022
vCLIMB: A Novel Video Class Incremental Learning Benchmark Andrés Villa Kumail Alhamoud Juan Carlos León Alcázar Fabian Caba Heilbron Victor Escorcia Guohao Li CLL 149 33 0 23 Jan 2022
Logarithmic Continual Learning Wojciech Masarczyk Pawel Wawrzyñski Daniel Marczak Kamil Deja Tomasz Trzciñski 69 4 0 17 Jan 2022
Technical Report for ICCV 2021 Challenge SSLAD-Track3B: Transformers Are Better Continual Learners Duo Li Guimei Cao Yunlu Xu Zhanzhan Cheng Yi Niu CLL 89 21 0 13 Jan 2022
Robust and Resource-Efficient Data-Free Knowledge Distillation by Generative Pseudo Replay Kuluhan Binici Shivam Aggarwal N. Pham K. Leman T. Mitra TTA 110 48 0 09 Jan 2022
Towards Unsupervised Open World Semantic Segmentation Svenja Uhlemeyer Matthias Rottmann Hanno Gottschalk 133 18 0 04 Jan 2022
Continually Learning Self-Supervised Representations with Projected Functional Regularization Alex Gomez-Villa Bartlomiej Twardowski Lu Yu Andrew D. Bagdanov Joost van de Weijer CLL SSL 102 41 0 30 Dec 2021
Continual learning of longitudinal health records Jacob Armstrong David Clifton CLL KELM 64 15 0 22 Dec 2021
Continual Learning with Knowledge Transfer for Sentiment Classification Zixuan Ke Bing-Quan Liu Hao Wang Lei Shu CLL 95 31 0 18 Dec 2021
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks Zixuan Ke Bing-Quan Liu Xingchang Huang CLL 73 125 0 18 Dec 2021
An Empirical Investigation of the Role of Pre-training in Lifelong Learning Sanket Vaibhav Mehta Darshan Patil Sarath Chandar Emma Strubell CLL 151 145 0 16 Dec 2021
Lifelong Generative Modelling Using Dynamic Expansion Graph Model Fei Ye A. Bors CLL 85 10 0 15 Dec 2021
Static-Dynamic Co-Teaching for Class-Incremental 3D Object Detection Na Zhao G. Lee CLL 71 17 0 14 Dec 2021
Self-Supervised Models are Continual Learners Enrico Fini Victor G. Turrisi da Costa Xavier Alameda-Pineda Elisa Ricci Alahari Karteek Julien Mairal BDL CLL SSL 130 168 0 08 Dec 2021
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks Zixuan Ke Hu Xu Bing-Quan Liu CLL 309 85 0 06 Dec 2021
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks Zixuan Ke Bing-Quan Liu Hu Xu Lei Shu CLL 75 58 0 05 Dec 2021
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Zixuan Ke Bing-Quan Liu Nianzu Ma Hu Xu Lei Shu CLL 219 127 0 05 Dec 2021
Incremental Learning in Semantic Segmentation from Image Labels Fabio Cermelli Dario Fontanel A. Tavera Marco Ciccone Barbara Caputo VLM CLL 86 49 0 03 Dec 2021
Contrastive Continual Learning with Feature Propagation Xuejun Han Yuhong Guo CLL 78 4 0 03 Dec 2021
Non-IID data and Continual Learning processes in Federated Learning: A long road ahead Marcos F. Criado F. Casado R. Iglesias Carlos V. Regueiro S. Barro FedML 80 82 0 26 Nov 2021
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 149 314 0 22 Nov 2021
Continuous learning of spiking networks trained with local rules D. Antonov K. Sviatov S. Sukhov 62 13 0 18 Nov 2021
CoLLIE: Continual Learning of Language Grounding from Language-Image Embeddings Gabriel Skantze Bram Willemsen VLM 70 14 0 15 Nov 2021
Lifelong Vehicle Trajectory Prediction Framework Based on Generative Replay Peng Bao Zonghai Chen Ji-kai Wang Deyun Dai Hao Zhao 75 9 0 15 Nov 2021
Incremental Meta-Learning via Episodic Replay Distillation for Few-Shot Image Recognition Kai Wang Xialei Liu Andrew D. Bagdanov Luis Herranz Shang Rui Joost van de Weijer CLL VLM 93 9 0 09 Nov 2021
Bridging Non Co-occurrence with Unlabeled In-the-wild Data for Incremental Object Detection Na Dong Yongqiang Zhang M. Ding G. Lee CLL 61 24 0 28 Oct 2021
Latent-Insensitive autoencoders for Anomaly Detection Muhammad S. Battikh Artem Lenskiy UQCV 60 6 0 25 Oct 2021
Mixture-of-Variational-Experts for Continual Learning Y. Yin Yu Wang CLL FedML 59 6 0 25 Oct 2021
Multi-Domain Incremental Learning for Semantic Segmentation Prachi Garg Rohit Saluja V. Balasubramanian Chetan Arora A. Subramanian C. V. Jawahar CLL 104 36 0 23 Oct 2021
AFEC: Active Forgetting of Negative Transfer in Continual Learning John Giorgi Mingtian Zhang Zhongfan Jia Qian Li Chenglong Bao Kaisheng Ma Jun Zhu Yi Zhong CLL 87 85 0 23 Oct 2021
HCV: Hierarchy-Consistency Verification for Incremental Implicitly-Refined Classification Kai Wang Xialei Liu Luis Herranz Joost van de Weijer CLL 114 4 0 21 Oct 2021
Class Incremental Online Streaming Learning S. Banerjee Vinay Kumar Verma T. Parag M. Singh Vinay P. Namboodiri CLL 51 4 0 20 Oct 2021
Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference Hyun-woo Koh Dahyun Kim Jung-Woo Ha Jonghyun Choi CLL 65 69 0 19 Oct 2021
Tackling Dynamics in Federated Incremental Learning with Variational Embedding Rehearsal Tae Jin Park K. Kumatani Dimitrios Dimitriadis 41 18 0 19 Oct 2021
Dendritic Self-Organizing Maps for Continual Learning Kosmas Pinitas Spyridon Chavlis Panayiota Poirazi CLL 58 9 0 18 Oct 2021
Growing Representation Learning Ryan N. King Bobak J. Mortazavi CLL OOD 23 0 0 17 Oct 2021
Online Continual Learning Via Candidates Voting Jiangpeng He Fengqing Zhu CLL 78 19 0 17 Oct 2021
Reminding the Incremental Language Model via Data-Free Self-Distillation Han Wang Ruiliu Fu Chengzhang Li Xuejun Zhang Jun Zhou Yonghong Yan CLL 119 3 0 17 Oct 2021
Towards Better Plasticity-Stability Trade-off in Incremental Learning: A Simple Linear Connector Guoliang Lin Hanlu Chu Hanjiang Lai MoMe CLL 92 50 0 15 Oct 2021
Continual Learning on Noisy Data Streams via Self-Purified Replay C. Kim Jinseo Jeong Sang-chul Moon Gunhee Kim CLL 117 43 0 14 Oct 2021
Carousel Memory: Rethinking the Design of Episodic Memory for Continual Learning Soobee Lee Minindu Weerakoon Jonghyun Choi Minjia Zhang Di Wang Myeongjae Jeon 50 2 0 14 Oct 2021
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy CLL 94 8 0 11 Oct 2021
Continual Learning with Differential Privacy Pradnya Desai Phung Lai Nhathai Phan My T. Thai 50 8 0 11 Oct 2021
Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning Danruo Deng Guangyong Chen Jianye Hao Qiong Wang Pheng-Ann Heng CLL AAML 58 82 0 09 Oct 2021
Hypernetworks for Continual Semi-Supervised Learning Dhanajit Brahma Vinay Kumar Verma Piyush Rai BDL CLL 69 13 0 05 Oct 2021
GROWN: GRow Only When Necessary for Continual Learning Li Yang Sen Lin Junshan Zhang Deliang Fan CLL 123 12 0 03 Oct 2021
Powerpropagation: A sparsity inducing weight reparameterisation Jonathan Richard Schwarz Siddhant M. Jayakumar Razvan Pascanu P. Latham Yee Whye Teh 194 55 0 01 Oct 2021
Formalizing the Generalization-Forgetting Trade-off in Continual Learning Krishnan Raghavan Prasanna Balaprakash CLL 104 31 0 28 Sep 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 136 78 0 23 Sep 2021