On Tiny Episodic Memories in Continual Learning

27 February 2019

Arslan Chaudhry

Marcus Rohrbach

Mohamed Elhoseiny

Thalaiyasingam Ajanthan

Papers citing "On Tiny Episodic Memories in Continual Learning"

50 / 255 papers shown

Title
Domain-Agnostic Neural Architecture for Class Incremental Continual Learning in Document Processing Platform Mateusz Wójcik Witold Ko'sciukiewicz Mateusz Baran Tomasz Kajdanowicz Adam Gonczarek CLL 17 1 0 11 Jul 2023
Continual Learning as Computationally Constrained Reinforcement Learning Saurabh Kumar Henrik Marklund Anand Srinivasa Rao Yifan Zhu Hong Jun Jeon Yueyang Liu Benjamin Van Roy CLL 27 22 0 10 Jul 2023
Improving Online Continual Learning Performance and Stability with Temporal Ensembles Albin Soutif--Cormerais Antonio Carta Joost van de Weijer CLL 10 10 0 29 Jun 2023
Learnability and Algorithm for Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Bin Liu CLL 31 24 0 22 Jun 2023
Continual Learners are Incremental Model Generalizers Jaehong Yoon Sung Ju Hwang Yu Cao CLL 33 4 0 21 Jun 2023
Progressive Fourier Neural Representation for Sequential Video Compilation Haeyong Kang Jaehong Yoon Dahyun Kim Sung Ju Hwang Chang-Dong Yoo AI4TS 33 2 0 20 Jun 2023
Studying Generalization on Memory-Based Methods in Continual Learning Felipe del-Rio J. Hurtado Cristian-Radu Buc Alvaro Soto Vincenzo Lomonaco BDL 20 3 0 16 Jun 2023
Heterogeneous Continual Learning Divyam Madaan Hongxu Yin Wonmin Byeon Jan Kautz Pavlo Molchanov CLL 29 5 0 14 Jun 2023
Kalman Filter for Online Classification of Non-Stationary Data Michalis K. Titsias Alexandre Galashov Amal Rannen-Triki Razvan Pascanu Yee Whye Teh J. Bornschein CLL BDL 60 9 0 14 Jun 2023
Overcoming the Stability Gap in Continual Learning Md Yousuf Harun Christopher Kanan AI4CE 30 11 0 02 Jun 2023
Sit Back and Relax: Learning to Drive Incrementally in All Weather Conditions Stefan Leitner M. Jehanzeb Mirza Wei Lin Jakub Micorek Marc Masana Mateusz Koziñski Horst Possegger Horst Bischof CLL 39 2 0 30 May 2023
Dealing with Cross-Task Class Discrimination in Online Continual Learning Yiduo Guo Bing-Quan Liu Dongyan Zhao CLL 26 20 0 24 May 2023
Online Continual Learning Without the Storage Constraint Ameya Prabhu Zhipeng Cai P. Dokania Philip H. S. Torr V. Koltun Ozan Sener CLL 118 31 0 16 May 2023
Open-World Continual Learning: Unifying Novelty Detection and Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL OODD 29 12 0 20 Apr 2023
Continual Diffusion: Continual Customization of Text-to-Image Diffusion with C-LoRA James Smith Yen-Chang Hsu Lingyu Zhang Ting Hua Z. Kira Yilin Shen Hongxia Jin DiffM 131 95 0 12 Apr 2023
Online Distillation with Continual Learning for Cyclic Domain Shifts Joachim Houyon A. Cioppa Yasir Ghunaim Motasem Alfarra Anaïs Halin Maxim Henry Bernard Ghanem Marc Van Droogenbroeck CLL 27 8 0 03 Apr 2023
Forget-free Continual Learning with Soft-Winning SubNetworks Haeyong Kang Jaehong Yoon Sultan Rizky Hikmawan Madjid Sung Ju Hwang Chang-Dong Yoo CLL 31 4 0 27 Mar 2023
Prototype-Sample Relation Distillation: Towards Replay-Free Continual Learning Nader Asadi Mohammad Davar Sudhir Mudur Rahaf Aljundi Eugene Belilovsky CLL 34 35 0 26 Mar 2023
Preserving Linear Separability in Continual Learning by Backward Feature Projection Qiao Gu Dongsub Shim Florian Shkurti CLL KELM 13 10 0 26 Mar 2023
Continual Learning in the Presence of Spurious Correlation Donggyu Lee Sangwon Jung Taesup Moon CLL 22 2 0 21 Mar 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip H. S. Torr Ser-Nam Lim Bernard Ghanem Adel Bibi CLL 30 61 0 20 Mar 2023
SIESTA: Efficient Online Continual Learning with Sleep Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Ronald Kemker Christopher Kanan CLL 45 18 0 19 Mar 2023
Steering Prototypes with Prompt-tuning for Rehearsal-free Continual Learning Zhuowei Li Long Zhao Zizhao Zhang Han Zhang Diya Liu Ting Liu Dimitris N. Metaxas CLL VLM 32 20 0 16 Mar 2023
Continual Learning with Scaled Gradient Projection Gobinda Saha Kaushik Roy CLL 11 26 0 02 Feb 2023
Real-Time Evaluation in Online Continual Learning: A New Hope Yasir Ghunaim Adel Bibi Kumail Alhamoud Motasem Alfarra Hasan Hammoud Ameya Prabhu Philip H. S. Torr Bernard Ghanem CLL 16 39 0 02 Feb 2023
Online Continual Learning via the Knowledge Invariant and Spread-out Properties Ya-nan Han Jian-wei Liu CLL 30 7 0 02 Feb 2023
Continual Learning for Predictive Maintenance: Overview and Challenges J. Hurtado Dario Salvati Rudy Semola Mattia Bosio Vincenzo Lomonaco 21 31 0 29 Jan 2023
Restricted Orthogonal Gradient Projection for Continual Learning Zeyuan Yang Zonghan Yang Peng Li Yang Liu CLL 24 4 0 28 Jan 2023
Effective Decision Boundary Learning for Class Incremental Learning Chaoyue Ding Kunchi Li Jun Wan Shan Yu CLL 12 1 0 12 Jan 2023
Self-supervised On-device Federated Learning from Unlabeled Streams Jiahe Shi Yawen Wu Dewen Zeng Jun Tao Jingtong Hu Yiyu Shi FedML 19 5 0 02 Dec 2022
Continual Learning with Optimal Transport based Mixture Model Quyen Tran Hoang Phan Khoat Than Dinh Q. Phung Trung Le CLL 21 1 0 30 Nov 2022
Neural Architecture for Online Ensemble Continual Learning Mateusz Wójcik Witold Ko'sciukiewicz Tomasz Kajdanowicz Adam Gonczarek CLL 15 1 0 27 Nov 2022
CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual Learning James Smith Leonid Karlinsky V. Gutta Paola Cascante-Bonilla Donghyun Kim Assaf Arbelle Rameswar Panda Rogerio Feris Z. Kira CLL VPVLM VLM 32 256 0 23 Nov 2022
Integral Continual Learning Along the Tangent Vector Field of Tasks Tianlin Liu Aditya Golatkar Stefano Soatto Alessandro Achille CLL 12 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
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning James Smith Paola Cascante-Bonilla Assaf Arbelle Donghyun Kim Rameswar Panda David D. Cox Diyi Yang Z. Kira Rogerio Feris Leonid Karlinsky VLM 33 20 0 17 Nov 2022
Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 111 42 0 01 Nov 2022
Federated Continual Learning to Detect Accounting Anomalies in Financial Auditing Marco Schreyer Hamed Hemati Damian Borth M. Vasarhelyi FedML 37 3 0 26 Oct 2022
On Robust Incremental Learning over Many Multilingual Steps Karan Praharaj Irina Matveeva CLL 19 1 0 25 Oct 2022
Continual Vision-based Reinforcement Learning with Group Symmetries Shiqi Liu Mengdi Xu Piede Huang Yongkang Liu K. Oguchi Ding Zhao CLL VLM 42 10 0 21 Oct 2022
Schedule-Robust Online Continual Learning Ruohan Wang Marco Ciccone Giulia Luise A. Yapp Massimiliano Pontil C. Ciliberto CLL 32 4 0 11 Oct 2022
A Memory Transformer Network for Incremental Learning Ahmet Iscen Thomas Bird Mathilde Caron Alireza Fathi Cordelia Schmid CLL 115 14 0 10 Oct 2022
Efficient Meta-Learning for Continual Learning with Taylor Expansion Approximation Xiaohan Zou Tong Lin CLL 16 2 0 03 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 30 5 0 30 Sep 2022
Disentangling Transfer in Continual Reinforcement Learning Maciej Wołczyk Michal Zajkac Razvan Pascanu Lukasz Kuciñski Piotr Milo's CLL 62 27 0 28 Sep 2022
Online Continual Learning via the Meta-learning Update with Multi-scale Knowledge Distillation and Data Augmentation Ya-nan Han Jian-wei Liu KELM CLL 33 10 0 12 Sep 2022
Selecting Related Knowledge via Efficient Channel Attention for Online Continual Learning Ya-nan Han Jian-wei Liu CLL 15 0 0 09 Sep 2022
Reinforced Continual Learning for Graphs Appan Rakaraddi Siew-Kei Lam Mahardhika Pratama Marcus Vinícius de Carvalho CLL 14 23 0 04 Sep 2022
Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task Distributions Zhenyi Wang Li Shen Le Fang Qiuling Suo Dongling Zhan Tiehang Duan Mingchen Gao OOD CLL 16 14 0 03 Sep 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 15 29 0 20 Aug 2022