Compacting, Picking and Growing for Unforgetting Continual Learning

15 October 2019

Papers citing "Compacting, Picking and Growing for Unforgetting Continual Learning"

35 / 35 papers shown

Title
Incrementally Learning Multiple Diverse Data Domains via Multi-Source Dynamic Expansion Model RunQing Wu Fei Ye QiHe Liu Guoxi Huang Jinyu Guo Rongyao Hu CLL 145 0 0 15 Jan 2025
RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks Nazia Tasnim Bryan A. Plummer CLL OffRL 74 0 0 25 Nov 2024
Continual Learning: Less Forgetting, More OOD Generalization via Adaptive Contrastive Replay Hossein Rezaei Mohammad Sabokrou CLL 21 0 0 09 Oct 2024
Balanced Residual Distillation Learning for 3D Point Cloud Class-Incremental Semantic Segmentation Yuanzhi Su Siyuan Chen Yuan-Gen Wang CLL 32 2 0 02 Aug 2024
Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations Yupei Yang Biwei Huang Fan Feng Xinyue Wang Shikui Tu Lei Xu CML OOD TTA 36 1 0 30 Jul 2024
Forbes: Face Obfuscation Rendering via Backpropagation Refinement Scheme Jintae Kim Seungwon yang Seongyeob Jeong Chang-Su Kim CVBM AAML DiffM 27 0 0 19 Jul 2024
Early Preparation Pays Off: New Classifier Pre-tuning for Class Incremental Semantic Segmentation Zhengyuan Xie Haiquan Lu Jia-Wen Xiao Enguang Wang Le Zhang Xialei Liu CLL 24 2 0 19 Jul 2024
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Hikmat Khan N. Bouaynaya Ghulam Rasool CLL 36 1 0 22 Apr 2024
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges Shilin Zhang Jiahui Wang CLL 16 0 0 22 Nov 2023
Continual atlas-based segmentation of prostate MRI Amin Ranem Camila González Daniel Pinto dos Santos Andreas M. Bucher Ahmed Othman Anirban Mukhopadhyay 20 4 0 01 Nov 2023
Federated Class-Incremental Learning with Prompting Jiale Liu Yu-Wei Zhan Chong-Yu Zhang Xin Luo Zhen-Duo Chen Yinwei Wei CLL FedML 21 2 0 13 Oct 2023
Heterogeneous Forgetting Compensation for Class-Incremental Learning Jiahua Dong Wenqi Liang Yang Cong Gan Sun CLL 24 19 0 07 Aug 2023
SRIL: Selective Regularization for Class-Incremental Learning Jisu Han Jaemin Na Wonjun Hwang CLL 10 0 0 09 May 2023
How Efficient Are Today's Continual Learning Algorithms? Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Christopher Kanan 16 22 0 29 Mar 2023
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 19 68 0 23 Nov 2022
Unveiling the Tapestry: the Interplay of Generalization and Forgetting in Continual Learning Zenglin Shi Jing Jie Ying Sun J. Lim Mengmi Zhang CLL 32 1 0 21 Nov 2022
A Theoretical Study on Solving Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL 19 70 0 04 Nov 2022
Continual Learning by Modeling Intra-Class Variation L. Yu Tianyang Hu Lanqing Hong Zhen Liu Adrian Weller Weiyang Liu CLL 45 12 0 11 Oct 2022
Efficient Meta-Learning for Continual Learning with Taylor Expansion Approximation Xiaohan Zou Tong Lin CLL 13 2 0 03 Oct 2022
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aleksandr Dekhovich David Tax M. Sluiter Miguel A. Bessa CLL 21 19 0 09 Aug 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Yabin Wang Zhiwu Huang Xiaopeng Hong CLL VLM 27 208 0 26 Jul 2022
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition Jorge Armando Mendez Mendez Eric Eaton KELM CLL 19 27 0 15 Jul 2022
Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective Sungmin Cha Jihwan Kwak Dongsub Shim Hyunwoo J. Kim Moontae Lee Honglak Lee Taesup Moon CLL 28 1 0 16 Jun 2022
Meta-attention for ViT-backed Continual Learning Mengqi Xue Haofei Zhang Jie Song Mingli Song CLL 20 41 0 22 Mar 2022
Graph Lifelong Learning: A Survey F. Febrinanto Feng Xia Kristen Moore Chandra Thapa Charu C. Aggarwal CLL AI4CE 35 50 0 22 Feb 2022
Learnings from Federated Learning in the Real world Christophe Dupuy Tanya Roosta Leo Long Clement Chung Rahul Gupta A. Avestimehr FedML 6 10 0 08 Feb 2022
PaRT: Parallel Learning Towards Robust and Transparent AI Mahsa Paknezhad Hamsawardhini Rengarajan Chenghao Yuan Sujanya Suresh Manas Gupta Savitha Ramasamy Hwee Kuan Lee OOD 30 1 0 24 Jan 2022
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Wenju Sun Qingyong Li Jing Zhang Danyu Wang Wen Wang Yangli-ao Geng BDL 19 3 0 05 Jan 2022
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 30 295 0 22 Nov 2021
GROWN: GRow Only When Necessary for Continual Learning Li Yang Sen Lin Junshan Zhang Deliang Fan CLL 28 11 0 03 Oct 2021
Discriminative Distillation to Reduce Class Confusion in Continual Learning Changhong Zhong Z. Cui Ruixuan Wang Weishi Zheng 18 1 0 11 Aug 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Saurav Jha Martin Schiemer F. Zambonelli Juan Ye 21 48 0 19 Apr 2021
Efficient Feature Transformations for Discriminative and Generative Continual Learning Vinay K. Verma Kevin J Liang Nikhil Mehta Piyush Rai Lawrence Carin CLL 30 76 0 25 Mar 2021
Training Networks in Null Space of Feature Covariance for Continual Learning Shipeng Wang Xiaorong Li Jian Sun Zongben Xu CLL 26 129 0 12 Mar 2021
Federated Continual Learning with Weighted Inter-client Transfer Jaehong Yoon Wonyoung Jeong Giwoong Lee Eunho Yang Sung Ju Hwang FedML 23 199 0 06 Mar 2020