Less-forgetting Learning in Deep Neural Networks

1 July 2016

Papers citing "Less-forgetting Learning in Deep Neural Networks"

40 / 140 papers shown

Title
Learning latent representations across multiple data domains using Lifelong VAEGAN Fei Ye A. Bors SyDa CLL 12 65 0 20 Jul 2020
Drinking from a Firehose: Continual Learning with Web-scale Natural Language Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 35 27 0 18 Jul 2020
Batch-level Experience Replay with Review for Continual Learning Zheda Mai Hyunwoo J. Kim Jihwan Jeong Scott Sanner VLM CLL 21 15 0 11 Jul 2020
RSAC: Regularized Subspace Approximation Classifier for Lightweight Continuous Learning Chih-Hsing Ho Shang-Ho S. Tsai CLL 21 0 0 03 Jul 2020
Continual Learning: Tackling Catastrophic Forgetting in Deep Neural Networks with Replay Processes Timothée Lesort CLL 29 22 0 01 Jul 2020
Neural Topic Modeling with Continual Lifelong Learning Pankaj Gupta Yatin Chaudhary Thomas Runkler Hinrich Schütze BDL CLL 22 47 0 19 Jun 2020
Continual Representation Learning for Biometric Identification Bo Zhao Shixiang Tang Dapeng Chen Hakan Bilen Rui Zhao CLL 35 34 0 08 Jun 2020
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels Marvin Klingner Andreas Bär Philipp Donn Tim Fingscheidt CLL 24 45 0 12 May 2020
Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less Forgetting Sanyuan Chen Yutai Hou Yiming Cui Wanxiang Che Ting Liu Xiangzhan Yu KELM CLL 21 214 0 27 Apr 2020
Continual Learning of Object Instances Kishan Parshotam Mert Kilickaya CLL 14 3 0 22 Apr 2020
Incremental Learning In Online Scenario Jiangpeng He Runyu Mao Zeman Shao F. Zhu CLL 24 148 0 30 Mar 2020
Ternary Feature Masks: zero-forgetting for task-incremental learning Marc Masana Tinne Tuytelaars Joost van de Weijer CLL 34 30 0 23 Jan 2020
How to Evaluate the Next System: Automatic Dialogue Evaluation from the Perspective of Continual Learning Lu Li Zhongheng He Xiangyang Zhou Dianhai Yu 11 3 0 10 Dec 2019
Continual Learning with Adaptive Weights (CLAW) T. Adel Han Zhao Richard Turner CLL 24 73 0 21 Nov 2019
Continual Learning in Neural Networks Rahaf Aljundi CLL 33 33 0 07 Oct 2019
A continual learning survey: Defying forgetting in classification tasks Matthias De Lange Rahaf Aljundi Marc Masana Sarah Parisot Xu Jia A. Leonardis Greg Slabaugh Tinne Tuytelaars CLL KELM 14 246 0 18 Sep 2019
Incremental Concept Learning via Online Generative Memory Recall Huaiyu Li Weiming Dong Bao-Gang Hu CLL 41 23 0 05 Jul 2019
Continual Learning for Robotics: Definition, Framework, Learning Strategies, Opportunities and Challenges Timothée Lesort Vincenzo Lomonaco Andrei Stoian Davide Maltoni David Filliat Natalia Díaz Rodríguez CLL 24 248 0 29 Jun 2019
Continual and Multi-Task Architecture Search Ramakanth Pasunuru Joey Tianyi Zhou CLL 31 48 0 12 Jun 2019
Uncertainty-guided Continual Learning with Bayesian Neural Networks Sayna Ebrahimi Mohamed Elhoseiny Trevor Darrell Marcus Rohrbach CLL BDL 23 195 0 06 Jun 2019
Large Scale Incremental Learning Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Y. Fu CLL 31 1,235 0 30 May 2019
Knowledge Flow: Improve Upon Your Teachers Iou-Jen Liu Jian-wei Peng Alex Schwing 16 62 0 11 Apr 2019
Differentially Private Continual Learning Sebastian Farquhar Y. Gal FedML MU 13 12 0 18 Feb 2019
Learning without Memorizing Prithviraj Dhar Rajat Vikram Singh Kuan-Chuan Peng Ziyan Wu Rama Chellappa CLL 22 472 0 20 Nov 2018
End-to-End Incremental Learning F. M. Castro M. Marín-Jiménez Nicolás Guil Mata Cordelia Schmid Alahari Karteek CLL 42 1,143 0 25 Jul 2018
DynMat, a network that can learn after learning J. H. Lee OffRL 24 5 0 16 Jun 2018
SupportNet: solving catastrophic forgetting in class incremental learning with support data Yu Li Zhongxiao Li Lizhong Ding Yijie Pan Peng Yang Yuhui Hu Wei Chen Xin Gao CLL 25 29 0 08 Jun 2018
Lifelong Learning of Spatiotemporal Representations with Dual-Memory Recurrent Self-Organization G. I. Parisi Jun Tani C. Weber S. Wermter CLL 21 130 0 28 May 2018
Towards Robust Evaluations of Continual Learning Sebastian Farquhar Y. Gal CLL 28 305 0 24 May 2018
Knowledge Transfer with Jacobian Matching Suraj Srinivas François Fleuret 29 169 0 01 Mar 2018
SeNA-CNN: Overcoming Catastrophic Forgetting in Convolutional Neural Networks by Selective Network Augmentation Abel S. Zacarias Luís A. Alexandre CLL 32 12 0 22 Feb 2018
Continual Lifelong Learning with Neural Networks: A Review G. I. Parisi Ronald Kemker Jose L. Part Christopher Kanan S. Wermter KELM CLL 56 2,840 0 21 Feb 2018
Incremental Classifier Learning with Generative Adversarial Networks Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Zhengyou Zhang Y. Fu GAN 29 108 0 02 Feb 2018
Overcoming catastrophic forgetting with hard attention to the task Joan Serrà Dídac Surís M. Miron Alexandros Karatzoglou CLL 41 1,051 0 04 Jan 2018
Toward Continual Learning for Conversational Agents Sungjin Lee 25 41 0 28 Dec 2017
Gradient Episodic Memory for Continual Learning David Lopez-Paz MarcÁurelio Ranzato VLM CLL 42 2,666 0 26 Jun 2017
A Strategy for an Uncompromising Incremental Learner Ragav Venkatesan Hemanth Venkateswara S. Panchanathan Baoxin Li CLL 40 41 0 02 May 2017
Continual Learning Through Synaptic Intelligence Friedemann Zenke Ben Poole Surya Ganguli 42 51 0 13 Mar 2017
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 110 4,322 0 29 Jun 2016
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,640 0 03 Jul 2012