REMIND Your Neural Network to Prevent Catastrophic Forgetting

6 October 2019

Papers citing "REMIND Your Neural Network to Prevent Catastrophic Forgetting"

50 / 176 papers shown

Title
Utilizing Priming to Identify Optimal Class Ordering to Alleviate Catastrophic Forgetting Gabriel Mantione-Holmes Justin Leo Jugal Kalita CLL 21 1 0 24 Dec 2022
Continual Learning Approaches for Anomaly Detection Davide Dalle Pezze Eugenia Anello Chiara Masiero Gian Antonio Susto 11 5 0 21 Dec 2022
PIVOT: Prompting for Video Continual Learning Andrés Villa Juan Carlos León Alcázar Motasem Alfarra Kumail Alhamoud J. Hurtado Fabian Caba Heilbron Alvaro Soto Bernard Ghanem VLM CLL 27 44 0 09 Dec 2022
System Design for an Integrated Lifelong Reinforcement Learning Agent for Real-Time Strategy Games Indranil Sur Z. Daniels Abrar Rahman Kamil Faber Gianmarco J. Gallardo ... Roberto Corizzo Ajay Divakaran M. Piacentino Jesse Hostetler Aswin Raghavan CLL OffRL 21 4 0 08 Dec 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
LLEDA -- Lifelong Self-Supervised Domain Adaptation Mamatha Thota Dewei Yi Georgios Leontidis CLL 63 7 0 12 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 10 2 0 09 Nov 2022
Do Pre-trained Models Benefit Equally in Continual Learning? Kuan-Ying Lee Yuanyi Zhong Yu-xiong Wang CLL 11 26 0 27 Oct 2022
On Robust Incremental Learning over Many Multilingual Steps Karan Praharaj Irina Matveeva CLL 11 1 0 25 Oct 2022
Distance Based Image Classification: A solution to generative classification's conundrum? Wen-Yan Lin Siying Liu B. Dai Hongdong Li VLM 19 2 0 04 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 30 7 0 03 Oct 2022
Long-Tailed Class Incremental Learning Xialei Liu Yu-Song Hu Xuezhi Cao Andrew D. Bagdanov Ke Li Mingg-Ming Cheng CLL 63 35 0 01 Oct 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Tobias Kalb Björn Mauthe Jürgen Beyerer CLL 18 10 0 20 Sep 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning Marcus Klasson Hedvig Kjellström Chen Zhang CLL 11 9 0 18 Sep 2022
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation Tobias Kalb Jürgen Beyerer CLL 10 8 0 16 Sep 2022
PlaStIL: Plastic and Stable Memory-Free Class-Incremental Learning Grégoire Petit Adrian Daniel Popescu Eden Belouadah David Picard Bertrand Delezoide CLL 23 1 0 14 Sep 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 10 29 0 20 Aug 2022
Continual Unsupervised Domain Adaptation for Semantic Segmentation using a Class-Specific Transfer Robert A. Marsden Felix Wiewel Mario Döbler Yang Yang B. Yang CLL 17 16 0 12 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 9 12 0 09 Aug 2022
Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning Chunwei Ma Zhanghexuan Ji Ziyun Huang Yan Shen Mingchen Gao Jinhui Xu 23 1 0 28 Jul 2022
Memory Population in Continual Learning via Outlier Elimination J. Hurtado Alain Raymond-Sáez Vladimir Araujo Vincenzo Lomonaco Alvaro Soto D. Bacciu 17 9 0 04 Jul 2022
SBERT studies Meaning Representations: Decomposing Sentence Embeddings into Explainable Semantic Features Juri Opitz Anette Frank 12 32 0 14 Jun 2022
Memory-efficient Reinforcement Learning with Value-based Knowledge Consolidation Qingfeng Lan Yangchen Pan Jun-Jie Luo A. R. Mahmood OffRL 24 6 0 22 May 2022
Continual Learning with Foundation Models: An Empirical Study of Latent Replay O. Ostapenko Timothée Lesort P. Rodríguez Md Rifat Arefin Arthur Douillard Irina Rish Laurent Charlin 18 49 0 30 Apr 2022
Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor Yang Yang Z. Cui Junjie Xu Changhong Zhong Weishi Zheng Ruixuan Wang MedIm BDL OOD 11 34 0 28 Apr 2022
Improving Feature Generalizability with Multitask Learning in Class Incremental Learning Dongpeng Ma Chi Ian Tang Cecilia Mascolo CLL 11 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 12 20 0 25 Apr 2022
Intelligence at the Extreme Edge: A Survey on Reformable TinyML Visal Rajapakse Ishan Karunanayake Nadeem Ahmed SyDa 23 53 0 02 Apr 2022
Online Continual Learning for Embedded Devices Tyler L. Hayes Christopher Kanan CLL 14 54 0 21 Mar 2022
Continual Learning Based on OOD Detection and Task Masking Gyuhak Kim Sepideh Esmaeilpour Changnan Xiao Bing-Quan Liu OODD CLL 14 17 0 17 Mar 2022
Can I see an Example? Active Learning the Long Tail of Attributes and Relations Tyler L. Hayes Maximilian Nickel Christopher Kanan Ludovic Denoyer Arthur Szlam VLM 18 3 0 11 Mar 2022
Representation Compensation Networks for Continual Semantic Segmentation Chang-Bin Zhang Jianqiang Xiao Xialei Liu Ying-Cong Chen Mingg-Ming Cheng SSeg CLL 11 93 0 10 Mar 2022
Memory Replay with Data Compression for Continual Learning Liyuan Wang Xingxing Zhang Kuo Yang L. Yu Chongxuan Li Lanqing Hong Shifeng Zhang Zhenguo Li Yi Zhong Jun Zhu 30 94 0 14 Feb 2022
Prospective Learning: Principled Extrapolation to the Future Ashwin De Silva Rahul Ramesh Pallavi V. Kulkarni M. Shuler Noah J. Cowan ... Andrei A. Rusu Timothy D. Verstynen Konrad Paul Kording Pratik Chaudhari Joshua T. Vogelstein AI4TS 21 2 0 19 Jan 2022
Towards continual task learning in artificial neural networks: current approaches and insights from neuroscience David McCaffary CLL 10 5 0 28 Dec 2021
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 21 292 0 22 Nov 2021
Incremental Meta-Learning via Episodic Replay Distillation for Few-Shot Image Recognition Kai Wang Xialei Liu Andrew D. Bagdanov Luis Herranz Shang Rui Joost van de Weijer CLL VLM 20 9 0 09 Nov 2021
Class Incremental Online Streaming Learning S. Banerjee Vinay K. Verma T. Parag M. Singh Vinay P. Namboodiri CLL 24 4 0 20 Oct 2021
Carousel Memory: Rethinking the Design of Episodic Memory for Continual Learning Soobee Lee Minindu Weerakoon Jonghyun Choi Minjia Zhang Di Wang Myeongjae Jeon 14 1 0 14 Oct 2021
DualNet: Continual Learning, Fast and Slow Quang-Cuong Pham Chenghao Liu S. Hoi CLL 66 42 0 01 Oct 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 23 73 0 23 Sep 2021
Online Unsupervised Learning of Visual Representations and Categories Mengye Ren Tyler R. Scott Michael L. Iuzzolino Michael C. Mozer R. Zemel OCL SSL 4 4 0 13 Sep 2021
Discriminative Distillation to Reduce Class Confusion in Continual Learning Changhong Zhong Z. Cui Ruixuan Wang Weishi Zheng 10 1 0 11 Aug 2021
A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification Giampaolo Bovenzi Lixuan Yang A. Finamore Giuseppe Aceto D. Ciuonzo A. Pescapé Dario Rossi 10 22 0 09 Jul 2021
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation Arthur Douillard Yifu Chen Arnaud Dapogny Matthieu Cord CLL 14 21 0 29 Jun 2021
On the importance of cross-task features for class-incremental learning Albin Soutif--Cormerais Marc Masana Joost van de Weijer Bartlomiej Twardowski CLL 20 19 0 22 Jun 2021
ACAE-REMIND for Online Continual Learning with Compressed Feature Replay Kai Wang Luis Herranz Joost van de Weijer CLL 13 14 0 18 May 2021
MUSER: MUltimodal Stress Detection using Emotion Recognition as an Auxiliary Task Yiqun Yao Michalis Papakostas Mihai Burzo M. Abouelenien Rada Mihalcea 13 15 0 17 May 2021
Schematic Memory Persistence and Transience for Efficient and Robust Continual Learning Yuyang Gao Giorgio Ascoli Liang Zhao 14 4 0 05 May 2021
Preserving Earlier Knowledge in Continual Learning with the Help of All Previous Feature Extractors Zhuoyun Li Changhong Zhong Sijia Liu Ruixuan Wang Weishi Zheng CLL 6 29 0 28 Apr 2021