Experience Replay for Continual Learning

28 November 2018

David Rolnick

Arun Ahuja

Jonathan Richard Schwarz

Papers citing "Experience Replay for Continual Learning"

50 / 240 papers shown

Title
Gradient-based Maximally Interfered Retrieval for Domain Incremental 3D Object Detection Barza Nisar Hruday Vishal Kanna Anand Steven L. Waslander 35 1 0 27 Apr 2023
Kaizen: Practical Self-supervised Continual Learning with Continual Fine-tuning Chi Ian Tang Lorena Qendro Dimitris Spathis F. Kawsar Cecilia Mascolo Akhil Mathur CLL 27 11 0 30 Mar 2023
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning Won-Yong Cho Jinha Park Taesup Kim CLL 27 5 0 28 Mar 2023
Task-Attentive Transformer Architecture for Continual Learning of Vision-and-Language Tasks Using Knowledge Distillation Yuliang Cai Jesse Thomason Mohammad Rostami VLM CLL 19 11 0 25 Mar 2023
Remind of the Past: Incremental Learning with Analogical Prompts Zhiheng Ma Xiaopeng Hong Beinan Liu Yabin Wang Pinyue Guo Huiyun Li CLL 34 1 0 24 Mar 2023
Understanding plasticity in neural networks Clare Lyle Zeyu Zheng Evgenii Nikishin Bernardo Avila-Pires Razvan Pascanu Will Dabney AI4CE 42 98 0 02 Mar 2023
Better Generative Replay for Continual Federated Learning Daiqing Qi Handong Zhao Sheng Li FedML 27 47 0 25 Feb 2023
Selective experience replay compression using coresets for lifelong deep reinforcement learning in medical imaging Guangyao Zheng Samson Zhou Vladimir Braverman M. Jacobs V. Parekh OffRL CLL 24 3 0 22 Feb 2023
On Handling Catastrophic Forgetting for Incremental Learning of Human Physical Activity on the Edge Jingwei Zuo George Arvanitakis Hakim Hacid 21 4 0 18 Feb 2023
Online Reinforcement Learning in Non-Stationary Context-Driven Environments Pouya Hamadanian Arash Nasr-Esfahany Malte Schwarzkopf Siddartha Sen MohammadIman Alizadeh CLL OffRL 50 0 0 04 Feb 2023
Clustered Embedding Learning for Recommender Systems Yizhou Chen Guangda Huzhang Anxiang Zeng Qingtao Yu Hui Sun Hengyi Li Jingyi Li Yabo Ni Han Yu Zhiming Zhou 29 9 0 03 Feb 2023
Towards Label-Efficient Incremental Learning: A Survey Mert Kilickaya Joost van de Weijer Yuki M. Asano CLL 40 4 0 01 Feb 2023
Continual Graph Learning: A Survey Qiao Yuan S. Guan Pin Ni Tianlun Luo Ka Lok Man Prudence W. H. Wong Victor I. Chang CLL 34 14 0 28 Jan 2023
Are Labels Needed for Incremental Instance Learning? Mert Kilickaya Joaquin Vanschoren CLL SSL 47 1 0 26 Jan 2023
Self-recovery of memory via generative replay Zhenglong Zhou Geshi Yeung A. Schapiro CLL OffRL 32 1 0 15 Jan 2023
Saliency-Augmented Memory Completion for Continual Learning Guangji Bai Chen Ling Yuyang Gao Liang Zhao CLL 45 4 0 26 Dec 2022
Streaming Traffic Flow Prediction Based on Continuous Reinforcement Learning Yanan Xiao Minyu Liu Zichen Zhang Lu Jiang Minghao Yin Jianan Wang AI4TS 30 5 0 24 Dec 2022
Contrastive Distillation Is a Sample-Efficient Self-Supervised Loss Policy for Transfer Learning Christopher T. Lengerich Gabriel Synnaeve Amy Zhang Hugh Leather Kurt Shuster Franccois Charton Charysse Redwood SSL OffRL 27 1 0 21 Dec 2022
Test-time Adaptation in the Dynamic World with Compound Domain Knowledge Management Jun S. Song Kwanyong Park Inkyu Shin Sanghyun Woo Chaoning Zhang In So Kweon TTA 29 6 0 16 Dec 2022
A soft nearest-neighbor framework for continual semi-supervised learning Zhiqi Kang Enrico Fini Moin Nabi Elisa Ricci Alahari Karteek SSL BDL CLL 36 17 0 09 Dec 2022
Decorate the Newcomers: Visual Domain Prompt for Continual Test Time Adaptation Yulu Gan Yan Bai Yihang Lou Xianzheng Ma Renrui Zhang Nian Shi Lin Luo OOD VLM 36 94 0 08 Dec 2022
ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format Qi Zhu Christian Geishauser Hsien-Chin Lin Carel van Niekerk Baolin Peng ... Dazhen Wan Xiaochen Zhu Jianfeng Gao Milica Gavsić Minlie Huang 56 23 0 30 Nov 2022
Progressive Learning without Forgetting Tao Feng Hangjie Yuan Mang Wang Ziyuan Huang Ang Bian Jianzhou Zhang CLL KELM 44 4 0 28 Nov 2022
Multi-Label Continual Learning using Augmented Graph Convolutional Network Kaile Du Fan Lyu Linyan Li Fuyuan Hu Wei Feng Fenglei Xu Xuefeng Xi Hanjing Cheng CLL 33 13 0 27 Nov 2022
BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual Learning Jihoon Ko Shinhwan Kang Taehyung Kwon Heechan Moon Kijung Shin CLL 43 7 0 26 Nov 2022
Neural Weight Search for Scalable Task Incremental Learning Jian Jiang Oya Celiktutan CLL 27 7 0 24 Nov 2022
Semi-Supervised Lifelong Language Learning Ying Zhao Yinhe Zheng Yu Bowen Zhiliang Tian Dongkyu Lee Jian Sun Haiyang Yu Yongbin Li N. Zhang CLL KELM 43 3 0 23 Nov 2022
CL-CrossVQA: A Continual Learning Benchmark for Cross-Domain Visual Question Answering Yao Zhang Haokun Chen A. Frikha Yezi Yang Denis Krompass Gengyuan Zhang Jindong Gu Volker Tresp VLM LRM 16 7 0 19 Nov 2022
Building a Subspace of Policies for Scalable Continual Learning Jean-Baptiste Gaya T. Doan Lucas Caccia Laure Soulier Ludovic Denoyer Roberta Raileanu CLL 42 29 0 18 Nov 2022
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning James Smith Paola Cascante-Bonilla Assaf Arbelle Donghyun Kim Yikang Shen David D. Cox Diyi Yang Z. Kira Rogerio Feris Leonid Karlinsky VLM 47 20 0 17 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 26 31 0 13 Nov 2022
Simulation-Based Parallel Training Lucas Meyer Alejandro Ribés Bruno Raffin AI4CE 33 2 0 08 Nov 2022
A Theoretical Study on Solving Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL 27 71 0 04 Nov 2022
Do Pre-trained Models Benefit Equally in Continual Learning? Kuan-Ying Lee Yuanyi Zhong Yu-xiong Wang CLL 32 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 67 14 0 27 Oct 2022
Federated Continual Learning to Detect Accounting Anomalies in Financial Auditing Marco Schreyer Hamed Hemati Damian Borth M. Vasarhelyi FedML 45 3 0 26 Oct 2022
Is Multi-Task Learning an Upper Bound for Continual Learning? Zihao Wu Huy Tran Hamed Pirsiavash Soheil Kolouri SSL CLL 28 4 0 26 Oct 2022
Deploying a Retrieval based Response Model for Task Oriented Dialogues Lahari Poddar Gyuri Szarvas Cheng Wang Jorge A. Balazs Pavel Danchenko P. Ernst 13 0 0 25 Oct 2022
Review Learning: Alleviating Catastrophic Forgetting with Generative Replay without Generator Jaesung Yoo Sung-Hyuk Choi Yewon Yang Suhyeon Kim J. Choi ... H. J. Joo Dae-Jung Kim R. Park Hyeong-Jin Yoon Kwangsoo Kim KELM OffRL 40 0 0 17 Oct 2022
CUP: Critic-Guided Policy Reuse Jin Zhang Siyuan Li Chongjie Zhang 34 8 0 15 Oct 2022
Task-Free Continual Learning via Online Discrepancy Distance Learning Fei Ye A. Bors CLL 24 28 0 12 Oct 2022
Multiple Modes for Continual Learning Siddhartha Datta N. Shadbolt CLL MoMe 45 2 0 29 Sep 2022
Disentangling Transfer in Continual Reinforcement Learning Maciej Wołczyk Michal Zajkac Razvan Pascanu Lukasz Kuciñski Piotr Milo's CLL 81 27 0 28 Sep 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning Marcus Klasson Hedvig Kjellström Chen Zhang CLL 37 9 0 18 Sep 2022
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation Tobias Kalb Jürgen Beyerer CLL 38 8 0 16 Sep 2022
On the Limitations of Continual Learning for Malware Classification Mohammad Saidur Rahman Scott E. Coull M. Wright 34 13 0 13 Aug 2022
Model-Free Generative Replay for Lifelong Reinforcement Learning: Application to Starcraft-2 Z. Daniels Aswin Raghavan Jesse Hostetler Abrar Rahman Indranil Sur M. Piacentino Ajay Divakaran CLL OffRL 36 12 0 09 Aug 2022
A Multi-label Continual Learning Framework to Scale Deep Learning Approaches for Packaging Equipment Monitoring Davide Dalle Pezze Denis Deronjic Chiara Masiero Diego Tosato A. Beghi Gian Antonio Susto CLL 32 9 0 08 Aug 2022
Latent Properties of Lifelong Learning Systems Corban G. Rivera C. Ashcraft Alexander New J. Schmidt Gautam K. Vallabha CLL 17 0 0 28 Jul 2022
Incremental Task Learning with Incremental Rank Updates Rakib Hyder Ken Shao Boyu Hou P. Markopoulos Ashley Prater-Bennette Ulugbek S. Kamilov CLL 16 13 0 19 Jul 2022