Gradient Episodic Memory for Continual Learning

26 June 2017

Papers citing "Gradient Episodic Memory for Continual Learning"

50 / 579 papers shown

Title
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
ALIFE: Adaptive Logit Regularizer and Feature Replay for Incremental Semantic Segmentation Youngmin Oh Donghyeon Baek Bumsub Ham CLL 22 25 0 13 Oct 2022
Task-Free Continual Learning via Online Discrepancy Distance Learning Fei Ye A. Bors CLL 24 28 0 12 Oct 2022
Continual Learning by Modeling Intra-Class Variation L. Yu Tianyang Hu Lanqing Hong Zhen Liu Adrian Weller Weiyang Liu CLL 56 12 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 54 8 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 40 29 0 09 Oct 2022
CLIP model is an Efficient Continual Learner Vishal Thengane Salman Khan Munawar Hayat Fahad Shahbaz Khan BDL VLM CLL 117 46 0 06 Oct 2022
Efficient Meta-Learning for Continual Learning with Taylor Expansion Approximation Xiaohan Zou Tong Lin CLL 33 2 0 03 Oct 2022
HyperHawkes: Hypernetwork based Neural Temporal Point Process Manisha Dubey P. K. Srijith M. Desarkar AI4TS 123 1 0 01 Oct 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 13 20 0 30 Sep 2022
Multiple Modes for Continual Learning Siddhartha Datta N. Shadbolt CLL MoMe 45 2 0 29 Sep 2022
RECALL: Rehearsal-free Continual Learning for Object Classification Markus Wendelin Knauer Maximilian Denninger Rudolph Triebel VLM 43 1 0 29 Sep 2022
Towards Regression-Free Neural Networks for Diverse Compute Platforms Rahul Duggal Hao Zhou Shuo Yang Jun Fang Yuanjun Xiong Wei Xia UQCV 36 1 0 27 Sep 2022
Optimizing Class Distribution in Memory for Multi-Label Online Continual Learning Yanyan Liang Wu-Jun Li CLL 18 8 0 23 Sep 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Tobias Kalb Björn Mauthe Jürgen Beyerer CLL 32 10 0 20 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
Forgetting to Remember: A Scalable Incremental Learning Framework for Cross-Task Blind Image Quality Assessment Rui Ma Qingbo Wu K. Ngan Hongliang Li Fanman Meng Linfeng Xu CLL 34 15 0 15 Sep 2022
Selecting Related Knowledge via Efficient Channel Attention for Online Continual Learning Ya-nan Han Jian-wei Liu CLL 25 0 0 09 Sep 2022
Class-Incremental Learning via Knowledge Amalgamation Marcus Vinícius de Carvalho Mahardhika Pratama Jie Zhang Yajuan San CLL 24 8 0 05 Sep 2022
Scalable Adversarial Online Continual Learning T. Dam Mahardhika Pratama Md Meftahul Ferdaus S. Anavatti Hussein Abbas CLL 34 3 0 04 Sep 2022
Less is More: Rethinking State-of-the-art Continual Relation Extraction Models with a Frustratingly Easy but Effective Approach Peiyi Wang Yifan Song Tianyu Liu Rundong Gao Binghuai Lin Yunbo Cao Zhifang Sui 20 10 0 01 Sep 2022
BioSLAM: A Bio-inspired Lifelong Memory System for General Place Recognition Peng Yin Abulikemu Abuduweili Shiqi Zhao Changliu Liu Sebastian Scherer CLL 32 15 0 30 Aug 2022
Dataset Condensation with Latent Space Knowledge Factorization and Sharing Haebeom Lee Dong Bok Lee Sung Ju Hwang DD 23 38 0 21 Aug 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 25 29 0 20 Aug 2022
A Theory for Knowledge Transfer in Continual Learning Diana Benavides-Prado Patricia J. Riddle CLL 34 13 0 14 Aug 2022
On the Limitations of Continual Learning for Malware Classification Mohammad Saidur Rahman Scott E. Coull M. Wright 34 13 0 13 Aug 2022
Continual Machine Reading Comprehension via Uncertainty-aware Fixed Memory and Adversarial Domain Adaptation Zhijing Wu Hua Xu Jingliang Fang Kai Gao CLL 28 1 0 10 Aug 2022
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aleksandr Dekhovich David Tax M. Sluiter Miguel A. Bessa CLL 26 20 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
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 33 1 0 28 Jul 2022
Lifelong DP: Consistently Bounded Differential Privacy in Lifelong Machine Learning Phung Lai Han Hu Nhathai Phan Ruoming Jin My T. Thai An M. Chen 25 2 0 26 Jul 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Yabin Wang Zhiwu Huang Xiaopeng Hong CLL VLM 27 213 0 26 Jul 2022
AdaptCL: Adaptive Continual Learning for Tackling Heterogeneity in Sequential Datasets Yuqing Zhao Divya Saxena Jiannong Cao CLL 30 12 0 22 Jul 2022
Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry Yawen Cui Zitong Yu Wei Peng Li Liu CLL 32 11 0 20 Jul 2022
Don't Stop Learning: Towards Continual Learning for the CLIP Model Yuxuan Ding Lingqiao Liu Chunna Tian Jingyuan Yang Haoxuan Ding CLL VLM KELM 24 51 0 19 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
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 37 27 0 15 Jul 2022
Continual Learning For On-Device Environmental Sound Classification Yanghua Xiao Xubo Liu James King Arshdeep Singh Chng Eng Siong Mark D. Plumbley Wenwu Wang CLL 24 10 0 15 Jul 2022
Improving Task-free Continual Learning by Distributionally Robust Memory Evolution Zhenyi Wang Li Shen Le Fang Qiuling Suo Tiehang Duan Mingchen Gao OOD 39 41 0 15 Jul 2022
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network Guimei Cao Zhanzhan Cheng Yunlu Xu Duo Li Shiliang Pu Yi Niu Fei Wu CLL 23 2 0 14 Jul 2022
Contrastive Learning for Online Semi-Supervised General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL SSL 21 5 0 12 Jul 2022
Consistency is the key to further mitigating catastrophic forgetting in continual learning Prashant Shivaram Bhat Bahram Zonooz Elahe Arani CLL 32 16 0 11 Jul 2022
How Robust is Unsupervised Representation Learning to Distribution Shift? Yuge Shi Imant Daunhawer Julia E. Vogt Philip Torr Amartya Sanyal OOD 38 25 0 17 Jun 2022
Switchable Representation Learning Framework with Self-compatibility Shengsen Wu Yan Bai Yihang Lou Xiongkun Linghu Jianzhong He Ling-yu Duan 24 1 0 16 Jun 2022
Learning towards Synchronous Network Memorizability and Generalizability for Continual Segmentation across Multiple Sites Jingyang Zhang Peng Xue Ran Gu Yuning Gu Mianxin Liu Yongsheng Pan Zhiming Cui Jiawei Huang Lei Ma Dinggang Shen CLL 27 8 0 14 Jun 2022
Memory-Based Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Christopher D. Manning Chelsea Finn KELM 37 324 0 13 Jun 2022
Remember the Past: Distilling Datasets into Addressable Memories for Neural Networks Zhiwei Deng Olga Russakovsky FedML DD 43 94 0 06 Jun 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning Da-Wei Zhou Qiwen Wang Han-Jia Ye De-Chuan Zhan 33 124 0 26 May 2022
Enhancing Continual Learning with Global Prototypes: Counteracting Negative Representation Drift Xueying Bai Jinghuan Shang Yifan Sun Niranjan Balasubramanian CLL 35 1 0 24 May 2022