Continual Lifelong Learning with Neural Networks: A Review

21 February 2018

Papers citing "Continual Lifelong Learning with Neural Networks: A Review"

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Title
A Comprehensive Survey of Image-Based Food Recognition and Volume Estimation Methods for Dietary Assessment G. Tahir C. K. Loo 19 60 0 21 Jun 2021
A Survey on Semi-Supervised Learning for Delayed Partially Labelled Data Streams Heitor Murilo Gomes Maciej Grzenda R. Mello Jesse Read Minh-Huong Le Nguyen Albert Bifet 38 45 0 16 Jun 2021
Curriculum generation using Autoencoder based continuous optimization Dipankar Sarkar Mukur Gupta 22 0 0 16 Jun 2021
SynthASR: Unlocking Synthetic Data for Speech Recognition A. Fazel Wei Yang Yulan Liu Roberto Barra-Chicote Yi Meng Roland Maas J. Droppo SyDa 18 48 0 14 Jun 2021
Dynamic Gradient Aggregation for Federated Domain Adaptation Dimitrios Dimitriadis K. Kumatani R. Gmyr Yashesh Gaur Sefik Emre Eskimez FedML 26 5 0 14 Jun 2021
FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications Young D. Kwon Jagmohan Chauhan Cecilia Mascolo HAI 21 16 0 14 Jun 2021
Generative Feature-driven Image Replay for Continual Learning Kevin Thandiackal Tiziano Portenier Andrea Giovannini M. Gabrani O. Goksel CLL VLM DiffM 18 9 0 09 Jun 2021
Concept drift detection and adaptation for federated and continual learning F. Casado Dylan Lema Marcos F. Criado R. Iglesias Carlos V. Regueiro S. Barro FedML 13 63 0 27 May 2021
Continual Learning for Real-World Autonomous Systems: Algorithms, Challenges and Frameworks Khadija Shaheen Muhammad Abdullah Hanif Osman Hasan Muhammad Shafique CLL 27 91 0 26 May 2021
Continual World: A Robotic Benchmark For Continual Reinforcement Learning Maciej Wołczyk Michal Zajkac Razvan Pascanu Lukasz Kuciñski Piotr Milo's CLL OffRL 17 89 0 23 May 2021
Class-Incremental Learning for Wireless Device Identification in IoT Yongxin Liu Jian Wang Jianqiang Li Shuteng Niu Haoze Song 31 58 0 08 May 2021
Structured Ensembles: an Approach to Reduce the Memory Footprint of Ensemble Methods Jary Pomponi Simone Scardapane A. Uncini UQCV 49 7 0 06 May 2021
Rethinking Search: Making Domain Experts out of Dilettantes Donald Metzler Yi Tay Dara Bahri Marc Najork LRM 38 46 0 05 May 2021
Schematic Memory Persistence and Transience for Efficient and Robust Continual Learning Yuyang Gao Giorgio Ascoli Liang Zhao 27 4 0 05 May 2021
A Deep Learning Framework for Lifelong Machine Learning Charles X. Ling Tanner A. Bohn CLL 24 5 0 01 May 2021
Towards Visual Semantics Fausto Giunchiglia L. Erculiani Andrea Passerini 22 16 0 26 Apr 2021
Class-Incremental Experience Replay for Continual Learning under Concept Drift Lukasz Korycki Bartosz Krawczyk 23 31 0 24 Apr 2021
Deep Learning for Bayesian Optimization of Scientific Problems with High-Dimensional Structure Samuel Kim Peter Y. Lu Charlotte Loh Jamie Smith Jasper Snoek M. Soljavcić BDL AI4CE 130 17 0 23 Apr 2021
Concept Drift Detection from Multi-Class Imbalanced Data Streams Lukasz Korycki Bartosz Krawczyk 22 39 0 20 Apr 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 50 58 0 20 Apr 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Saurav Jha Martin Schiemer F. Zambonelli Juan Ye 23 48 0 19 Apr 2021
Overcoming Catastrophic Forgetting with Gaussian Mixture Replay Benedikt Pfülb A. Gepperth VLM BDL 24 12 0 19 Apr 2021
Lifelong Learning with Sketched Structural Regularization Haoran Li A. Krishnan Jingfeng Wu Soheil Kolouri Praveen K. Pilly Vladimir Braverman CLL 30 17 0 17 Apr 2021
Continual Learning for Text Classification with Information Disentanglement Based Regularization Yufan Huang Yanzhe Zhang Jiaao Chen Xuezhi Wang Diyi Yang CLL 26 106 0 12 Apr 2021
Applications of physics-informed scientific machine learning in subsurface science: A survey A. Sun H. Yoon C. Shih Zhi Zhong AI4CE 29 9 0 10 Apr 2021
Unsupervised Class-Incremental Learning Through Confusion Shivam Khare Kun Cao James M. Rehg SSL CLL 24 6 0 09 Apr 2021
Contrastive Explanations for Explaining Model Adaptations André Artelt Fabian Hinder Valerie Vaquet Robert Feldhans Barbara Hammer 52 4 0 06 Apr 2021
Replay in Deep Learning: Current Approaches and Missing Biological Elements Tyler L. Hayes G. Krishnan M. Bazhenov H. Siegelmann T. Sejnowski Christopher Kanan CLL 38 130 0 01 Apr 2021
Avalanche: an End-to-End Library for Continual Learning Vincenzo Lomonaco Lorenzo Pellegrini Andrea Cossu Antonio Carta G. Graffieti ... Christopher Kanan Joost van de Weijer Tinne Tuytelaars D. Bacciu Davide Maltoni BDL AI4TS 33 181 0 01 Apr 2021
Rainbow Memory: Continual Learning with a Memory of Diverse Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha Jonghyun Choi CLL 34 324 0 31 Mar 2021
Distilled Replay: Overcoming Forgetting through Synthetic Samples Andrea Rosasco Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu DD 24 47 0 29 Mar 2021
Efficient Feature Transformations for Discriminative and Generative Continual Learning Vinay Kumar Verma Kevin J Liang Nikhil Mehta Piyush Rai Lawrence Carin CLL 43 76 0 25 Mar 2021
Balanced softmax cross-entropy for incremental learning with and without memory Quentin Jodelet Xin Liu T. Murata CLL 30 25 0 23 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 37 181 0 22 Mar 2021
Accelerating GMRES with Deep Learning in Real-Time Kevin Luna Katherine Klymko Johannes P. Blaschke AI4CE 41 13 0 19 Mar 2021
A Whole Brain Probabilistic Generative Model: Toward Realizing Cognitive Architectures for Developmental Robots T. Taniguchi Hiroshi Yamakawa Takayuki Nagai Kenji Doya M. Sakagami Masahiro Suzuki Tomoaki Nakamura Akira Taniguchi 28 23 0 15 Mar 2021
Continual Learning for Recurrent Neural Networks: an Empirical Evaluation Andrea Cossu Antonio Carta Vincenzo Lomonaco D. Bacciu CLL 36 107 0 12 Mar 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations Umberto Michieli Pietro Zanuttigh CLL 38 138 0 10 Mar 2021
MetaView: Few-shot Active Object Recognition Wei Wei Haonan Yu Haichao Zhang Wenyuan Xu Ying Nian Wu 34 4 0 07 Mar 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 31 20 0 06 Mar 2021
An Ensemble with Shared Representations Based on Convolutional Networks for Continually Learning Facial Expressions Henrique Siqueira Pablo V. A. Barros S. Magg S. Wermter 13 10 0 05 Mar 2021
Machine Learning using Stata/Python G. Cerulli GP 11 12 0 03 Mar 2021
Posterior Meta-Replay for Continual Learning Christian Henning Maria R. Cervera Francesco DÁngelo J. Oswald Regina Traber Benjamin Ehret Seijin Kobayashi Benjamin Grewe João Sacramento CLL BDL 51 55 0 01 Mar 2021
ROAD: The ROad event Awareness Dataset for Autonomous Driving Gurkirt Singh Stephen Akrigg Manuele Di Maio Valentina Fontana Reza Javanmard Alitappeh ... Salman Khan S. Grazioso Andrew Bradley G. Gironimo Fabio Cuzzolin 32 89 0 23 Feb 2021
Understanding Catastrophic Forgetting and Remembering in Continual Learning with Optimal Relevance Mapping Prakhar Kaushik Alex Gain Adam Kortylewski Alan Yuille CLL 11 69 0 22 Feb 2021
High-fidelity Prediction of Megapixel Longitudinal Phase-space Images of Electron Beams using Encoder-Decoder Neural Networks Jun Zhu Ye Chen F. Brinker W. Decking S. Tomin H. Schlarb AI4CE 21 25 0 25 Jan 2021
Progressive Interpretation Synthesis: Interpreting Task Solving by Quantifying Previously Used and Unused Information Zhengqi He Taro Toyoizumi 19 1 0 08 Jan 2021
Regularization-based Continual Learning for Anomaly Detection in Discrete Manufacturing Benjamin Maschler T. Pham M. Weyrich 38 32 0 02 Jan 2021
Sage: Using Unsupervised Learning for Scalable Performance Debugging in Microservices Yu Gan Mingyu Liang Sundar Dev David Lo Christina Delimitrou 23 4 0 01 Jan 2021
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? Jun Ma 64 5 0 01 Jan 2021