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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
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding Umberto Cappellazzo Daniele Falavigna Alessio Brutti CLL 61 2 0 15 Nov 2022
Hierarchically Structured Task-Agnostic Continual Learning Heinke Hihn Daniel A. Braun BDL CLL 91 9 0 14 Nov 2022
FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model Shuo Shao Wenyuan Yang Hanlin Gu Zhan Qin Lixin Fan Qiang Yang Kui Ren FedML 89 33 0 14 Nov 2022
Mining Unseen Classes via Regional Objectness: A Simple Baseline for Incremental Segmentation Zekang Zhang Guangyu Gao Zhiyuan Fang Jianbo Jiao Yunchao Wei CLL 67 31 0 13 Nov 2022
Mitigating Forgetting in Online Continual Learning via Contrasting Semantically Distinct Augmentations Shenghao Yu Wei-Chen Chiu CLL 20 1 0 10 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 55 2 0 09 Nov 2022
A Survey on Computer Vision based Human Analysis in the COVID-19 Era Fevziye Irem Eyiokur Alperen Kantarci M. Erakin Naser Damer Ferda Ofli ... Janez Križaj A. Salah Alexander Waibel Vitomir Štruc H. K. Ekenel 77 21 0 07 Nov 2022
Momentum-based Weight Interpolation of Strong Zero-Shot Models for Continual Learning Zafir Stojanovski Karsten Roth Zeynep Akata 67 17 0 06 Nov 2022
Prototypical quadruplet for few-shot class incremental learning Sanchar Palit Biplab Banerjee S. Chaudhuri CLL 16 2 0 05 Nov 2022
A Theoretical Study on Solving Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL 86 78 0 04 Nov 2022
Learning Tool Morphology for Contact-Rich Manipulation Tasks with Differentiable Simulation Mengxi Li Rika Antonova Dorsa Sadigh Jeannette Bohg 50 6 0 04 Nov 2022
Harnessing the Power of Explanations for Incremental Training: A LIME-Based Approach A. Mazumder Niall Lyons Ashutosh Pandey Avik Santra T. Mohsenin FAtt 64 1 0 02 Nov 2022
Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 184 48 0 01 Nov 2022
Do Pre-trained Models Benefit Equally in Continual Learning? Kuan-Ying Lee Yuanyi Zhong Yu-Xiong Wang CLL 85 28 0 27 Oct 2022
Weight Averaging: A Simple Yet Effective Method to Overcome Catastrophic Forgetting in Automatic Speech Recognition Steven Vander Eeckt Hugo Van hamme CLL MoMe 113 15 0 27 Oct 2022
SSD: Towards Better Text-Image Consistency Metric in Text-to-Image Generation Zhaorui Tan Xi Yang Zihan Ye Qiufeng Wang Yuyao Yan Anh Nguyen Kaizhu Huang EGVM 82 3 0 27 Oct 2022
Segmentation of Multiple Sclerosis Lesions across Hospitals: Learn Continually or Train from Scratch? E. Karthik A. Kerbrat P. Labauge T. Granberg J. Talbott ... Massimo Filippi R. Bakshi V. Callot Sarath Chandar Julien Cohen-Adad CLL 62 4 0 27 Oct 2022
Federated Continual Learning to Detect Accounting Anomalies in Financial Auditing Marco Schreyer Hamed Hemati Damian Borth M. Vasarhelyi FedML 96 3 0 26 Oct 2022
On Robust Incremental Learning over Many Multilingual Steps Karan Praharaj Irina Matveeva CLL 52 1 0 25 Oct 2022
Model-based Lifelong Reinforcement Learning with Bayesian Exploration Haotian Fu Shangqun Yu Michael Littman George Konidaris BDL OffRL 91 13 0 20 Oct 2022
An Improved Algorithm for Clustered Federated Learning Harsh Vardhan A. Ghosh A. Mazumdar FedML 58 8 0 20 Oct 2022
Variational Model Perturbation for Source-Free Domain Adaptation Mengmeng Jing Xiantong Zhen Jingjing Li Cees G. M. Snoek 93 27 0 19 Oct 2022
Exclusive Supermask Subnetwork Training for Continual Learning Prateek Yadav Joey Tianyi Zhou CLL 91 6 0 18 Oct 2022
Review learning: Real world validation of privacy preserving continual learning across medical institutions Jaesung Yoo Sung-Hyuk Choi Yewon Yang Suhyeon Kim J. Choi ... H. J. Joo Dae-Jung Kim R. Park Hyeong-Jin Yoon Kwangsoo Kim OffRL KELM 86 0 0 17 Oct 2022
Navigating Memory Construction by Global Pseudo-Task Simulation for Continual Learning Yejia Liu Wang Zhu Shaolei Ren CLL 67 3 0 16 Oct 2022
Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue Ying Zhao Yinhe Zheng Zhiliang Tian Chang Gao Yu Bowen Haiyang Yu Yongbin Li Jianguo Sun N. Zhang CLL OffRL 72 13 0 14 Oct 2022
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Dipam Goswami René Schuster Joost van de Weijer D. Stricker CLL 88 18 0 13 Oct 2022
ALIFE: Adaptive Logit Regularizer and Feature Replay for Incremental Semantic Segmentation Youngmin Oh Donghyeon Baek Bumsub Ham CLL 52 27 0 13 Oct 2022
Task-Free Continual Learning via Online Discrepancy Distance Learning Fei Ye A. Bors CLL 132 29 0 12 Oct 2022
On the Effectiveness of Lipschitz-Driven Rehearsal in Continual Learning Lorenzo Bonicelli Matteo Boschini Angelo Porrello C. Spampinato Simone Calderara CLL 72 48 0 12 Oct 2022
Continual Training of Language Models for Few-Shot Learning Zixuan Ke Haowei Lin Yijia Shao Hu Xu Lei Shu Bin Liu KELM BDL CLL 138 36 0 11 Oct 2022
Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data M. Kurmanji Peter Triantafillou OOD AAML 88 18 0 11 Oct 2022
Continual Learning by Modeling Intra-Class Variation L. Yu Tianyang Hu Lanqing Hong Zhen Liu Adrian Weller Weiyang Liu CLL 83 13 0 11 Oct 2022
Learning "O" Helps for Learning More: Handling the Concealed Entity Problem for Class-incremental NER Ruotian Ma Xuanting Chen Lin Zhang Xin Zhou Junzhe Wang Tao Gui Qi Zhang Xiang Gao Yunwen Chen 95 9 0 10 Oct 2022
A Memory Transformer Network for Incremental Learning Ahmet Iscen Thomas Bird Mathilde Caron Alireza Fathi Cordelia Schmid CLL 162 14 0 10 Oct 2022
Grow and Merge: A Unified Framework for Continuous Categories Discovery Xinwei Zhang Jianwen Jiang Yutong Feng Zhi-Fan Wu Xibin Zhao Hai Wan Mingqian Tang Rong Jin Yue Gao CLL 78 31 0 09 Oct 2022
TAME: Task Agnostic Continual Learning using Multiple Experts Haoran Zhu Maryam Majzoubi Arihant Jain A. Choromańska OOD 54 3 0 08 Oct 2022
CLIP model is an Efficient Continual Learner Vishal Thengane Salman Khan Munawar Hayat Fahad Shahbaz Khan BDL VLM CLL 173 51 0 06 Oct 2022
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural Networks Chenxi Sun Hongyan Li Moxian Song D. Cai B. Zhang linda Qiao 71 10 0 06 Oct 2022
Topological Continual Learning with Wasserstein Distance and Barycenter Tananun Songdechakraiwut Xiaoshuang Yin B. V. Veen CLL 33 0 0 06 Oct 2022
On Neural Consolidation for Transfer in Reinforcement Learning Valentin Guillet Dennis G. Wilson Carlos Aguilar-Melchor Emmanuel Rachelson CLL 54 0 0 05 Oct 2022
ImpressLearn: Continual Learning via Combined Task Impressions Dhrupad Bhardwaj Julia Kempe Artem Vysogorets Angel Teng Evaristus C. Ezekwem VLM CLL 26 0 0 05 Oct 2022
How Relevant is Selective Memory Population in Lifelong Language Learning? Vladimir Araujo Helena Balabin J. Hurtado Alvaro Soto Marie-Francine Moens CLL KELM 123 7 0 03 Oct 2022
Efficient Meta-Learning for Continual Learning with Taylor Expansion Approximation Xiaohan Zou Tong Lin CLL 76 2 0 03 Oct 2022
HyperHawkes: Hypernetwork based Neural Temporal Point Process Manisha Dubey P. K. Srijith M. Desarkar AI4TS 229 1 0 01 Oct 2022
Task Formulation Matters When Learning Continually: A Case Study in Visual Question Answering Mavina Nikandrou Lu Yu Alessandro Suglia Ioannis Konstas Verena Rieser OOD 76 5 0 30 Sep 2022
Ensemble Machine Learning Model Trained on a New Synthesized Dataset Generalizes Well for Stress Prediction Using Wearable Devices Gideon Vos Kelly Trinh Zoltán Sarnyai M. R. Azghadi OOD 90 22 0 30 Sep 2022
Multiple Modes for Continual Learning Siddhartha Datta N. Shadbolt CLL MoMe 109 2 0 29 Sep 2022
RECALL: Rehearsal-free Continual Learning for Object Classification Markus Wendelin Knauer Maximilian Denninger Rudolph Triebel VLM 78 1 0 29 Sep 2022
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal Yaqian Zhang Bernhard Pfahringer E. Frank Albert Bifet N. Lim Yunzhe Jia CLL 181 44 0 28 Sep 2022