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Gradient Episodic Memory for Continual Learning

26 June 2017

Papers citing "Gradient Episodic Memory for Continual Learning"

50 / 1,594 papers shown

Title
Improving Feature Generalizability with Multitask Learning in Class Incremental Learning Dongpeng Ma Chi Ian Tang Cecilia Mascolo CLL 41 4 0 26 Apr 2022
Multi-Head Distillation for Continual Unsupervised Domain Adaptation in Semantic Segmentation A. Saporta Arthur Douillard Tuan-Hung Vu Patrick Pérez Matthieu Cord CLL 97 21 0 25 Apr 2022
Memory Bounds for Continual Learning Xi Chen Christos H. Papadimitriou Binghui Peng CLL LRM 74 24 0 22 Apr 2022
Understanding and Preventing Capacity Loss in Reinforcement Learning Clare Lyle Mark Rowland Will Dabney CLL 105 116 0 20 Apr 2022
An Efficient Domain-Incremental Learning Approach to Drive in All Weather Conditions M. Jehanzeb Mirza Marc Masana Horst Possegger Horst Bischof CLL 91 84 0 19 Apr 2022
Entropy-based Stability-Plasticity for Lifelong Learning Vladimir Araujo J. Hurtado Alvaro Soto Marie-Francine Moens CLL 71 15 0 18 Apr 2022
Continual Hippocampus Segmentation with Transformers Amin Ranem Camila González Anirban Mukhopadhyay MedIm CLL 60 16 0 17 Apr 2022
Incremental Prompting: Episodic Memory Prompt for Lifelong Event Detection Minqian Liu Shiyu Chang Lifu Huang KELM CLL 88 29 0 15 Apr 2022
Self-Supervised Traffic Advisors: Distributed, Multi-view Traffic Prediction for Smart Cities Jiankai Sun Shreyas Kousik David Fridovich-Keil Mac Schwager 63 5 0 13 Apr 2022
Forgetting and Imbalance in Robot Lifelong Learning with Off-policy Data Wenxuan Zhou Steven Bohez Jan Humplik A. Abdolmaleki Dushyant Rao Markus Wulfmeier Tuomas Haarnoja N. Heess OffRL 76 6 0 12 Apr 2022
LifeLonger: A Benchmark for Continual Disease Classification Mohammad Mahdi Derakhshani Ivona Najdenkoska Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring Cees G. M. Snoek 61 31 0 12 Apr 2022
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection Karim Guirguis Ahmed Hendawy George Eskandar Mohamed Abdelsamad Matthias Kayser Jürgen Beyerer 61 16 0 11 Apr 2022
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning Zifeng Wang Zizhao Zhang Sayna Ebrahimi Ruoxi Sun Han Zhang ... Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VLM VPVLM 134 506 0 10 Apr 2022
Information-theoretic Online Memory Selection for Continual Learning Shengyang Sun Daniele Calandriello Huiyi Hu Ang Li Michalis K. Titsias CLL 68 52 0 10 Apr 2022
Class-Incremental Learning with Strong Pre-trained Models Tz-Ying Wu Gurumurthy Swaminathan Zhizhong Li Avinash Ravichandran Nuno Vasconcelos Rahul Bhotika Stefano Soatto CLL 139 67 0 07 Apr 2022
Re-examining Distillation For Continual Object Detection Eli Verwimp Kuo Yang Sarah Parisot Hong Lanqing Jingyu Sun Eduardo Pérez-Pellitero Matthias De Lange Tinne Tuytelaars VLM 111 6 0 04 Apr 2022
Revisiting a kNN-based Image Classification System with High-capacity Storage K. Nakata Youyang Ng Daisuke Miyashita A. Maki Yu Lin J. Deguchi 103 26 0 03 Apr 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 116 67 0 31 Mar 2022
Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks Da-Wei Zhou Han-Jia Ye Liang Ma Di Xie Shiliang Pu De-Chuan Zhan CLL 110 129 0 31 Mar 2022
Constrained Few-shot Class-incremental Learning Michael Hersche G. Karunaratne G. Cherubini Luca Benini Abu Sebastian Abbas Rahimi CLL 112 143 0 30 Mar 2022
Rainbow Keywords: Efficient Incremental Learning for Online Spoken Keyword Spotting Yanghua Xiao Nana Hou Eng Siong Chng CLL 68 15 0 30 Mar 2022
Continual Normalization: Rethinking Batch Normalization for Online Continual Learning Quang Pham Chenghao Liu Guosheng Lin BDL OnRL 85 60 0 30 Mar 2022
Online Continual Learning on a Contaminated Data Stream with Blurry Task Boundaries Jihwan Bang Hyun-woo Koh Seulki Park Hwanjun Song Jung-Woo Ha Jonghyun Choi CLL 104 40 0 29 Mar 2022
Energy-based Latent Aligner for Incremental Learning K. J. Joseph Salman Khan Fahad Shahbaz Khan Rao Muhammad Anwer V. Balasubramanian CLL 96 48 0 28 Mar 2022
Gradient-Matching Coresets for Rehearsal-Based Continual Learning Lukas Balles Giovanni Zappella Cédric Archambeau CLL 55 3 0 28 Mar 2022
Quantum continual learning of quantum data realizing knowledge backward transfer Haozhen Situ Tianxiang Lu Minghua Pan Lvzhou Li CLL 45 7 0 26 Mar 2022
Probing Representation Forgetting in Supervised and Unsupervised Continual Learning Mohammad-Javad Davari Nader Asadi Sudhir Mudur Rahaf Aljundi Eugene Belilovsky CLL KELM 60 76 0 24 Mar 2022
Towards Exemplar-Free Continual Learning in Vision Transformers: an Account of Attention, Functional and Weight Regularization Francesco Pelosin Saurav Jha A. Torsello Bogdan Raducanu Joost van de Weijer CLL 117 31 0 24 Mar 2022
Continual Learning and Private Unlearning B. Liu Qian Liu Peter Stone CLL MU 96 62 0 24 Mar 2022
Asynchronous Collaborative Learning Across Data Silos Tiffany Tuor J. Lockhart Daniele Magazzeni FedML 72 3 0 23 Mar 2022
Online Continual Learning for Embedded Devices Tyler L. Hayes Christopher Kanan CLL 96 56 0 21 Mar 2022
Continual Sequence Generation with Adaptive Compositional Modules Yanzhe Zhang Xuezhi Wang Diyi Yang KELM CLL 100 43 0 20 Mar 2022
Continual Learning Based on OOD Detection and Task Masking Gyuhak Kim Sepideh Esmaeilpour Changnan Xiao Bing-Quan Liu OODD CLL 57 18 0 17 Mar 2022
Continuous Detection, Rapidly React: Unseen Rumors Detection based on Continual Prompt-Tuning Yuhui Zuo Wei Zhu Guoyong Cai CLL VLM 90 11 0 16 Mar 2022
Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification Tian Xia Pedro Sanchez C. Qin Sotirios A. Tsaftaris OOD MedIm 97 13 0 15 Mar 2022
Continual Prompt Tuning for Dialog State Tracking Qi Zhu Bing Li Fei Mi Xiaoyan Zhu Minlie Huang CLL KELM 92 60 0 13 Mar 2022
Sparsity and Heterogeneous Dropout for Continual Learning in the Null Space of Neural Activations Ali Abbasi Parsa Nooralinejad Vladimir Braverman Hamed Pirsiavash Soheil Kolouri CLL 75 18 0 12 Mar 2022
ELLE: Efficient Lifelong Pre-training for Emerging Data Yujia Qin Jiajie Zhang Yankai Lin Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 122 74 0 12 Mar 2022
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Rebecca Adaimi Edison Thomaz CLL 57 15 0 11 Mar 2022
Memory Efficient Continual Learning with Transformers Beyza Ermis Giovanni Zappella Martin Wistuba Aditya Rawal Cédric Archambeau CLL 84 46 0 09 Mar 2022
On Generalizing Beyond Domains in Cross-Domain Continual Learning Christian Simon M. Faraki Yi-Hsuan Tsai Xiang Yu S. Schulter Yumin Suh Mehrtash Harandi Manmohan Chandraker FedML OOD CLL 68 32 0 08 Mar 2022
Dynamic Template Selection Through Change Detection for Adaptive Siamese Tracking M. Kiran Le Thanh Nguyen-Meidine R. Sahay Rafael M. O. Cruz Louis-Antoine Blais-Morin Eric Granger 54 2 0 07 Mar 2022
On Steering Multi-Annotations per Sample for Multi-Task Learning Yuan Li Yiwen Guo Qizhang Li Hongzhi Zhang W. Zuo 63 0 0 06 Mar 2022
Consistent Representation Learning for Continual Relation Extraction Kang Zhao Hua Xu Jian Yang Kai Gao CLL 78 57 0 05 Mar 2022
Acceleration of Federated Learning with Alleviated Forgetting in Local Training Chencheng Xu Zhiwei Hong Minlie Huang Tao Jiang FedML 88 47 0 05 Mar 2022
Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation Chengwei Qin Shafiq Joty BDL CLL 76 38 0 04 Mar 2022
Learning Incrementally to Segment Multiple Organs in a CT Image Peng Liu Xia Wang Mengsi Fan Hongli Pan Minmin Yin ... Xiaoying Zhao Li Xiao Liangjing Ding Xingwang Wu S. Kevin Zhou CLL 72 22 0 04 Mar 2022
Provable and Efficient Continual Representation Learning Yingcong Li Mingchen Li M. Salman Asif Samet Oymak CLL 61 13 0 03 Mar 2022
Continual Learning of Multi-modal Dynamics with External Memory Abdullah Akgul Gözde B. Ünal M. Kandemir CLL 57 0 0 02 Mar 2022
A Versatile Agent for Fast Learning from Human Instructors Yiwen Chen Zedong Zhang Hao-Kang Liu Jiayi Tan C. Chew Marcelo H. Ang Jr 33 0 0 01 Mar 2022