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Gradient Episodic Memory for Continual Learning

26 June 2017

Papers citing "Gradient Episodic Memory for Continual Learning"

50 / 1,594 papers shown

Title
Online Continual Learning For Interactive Instruction Following Agents Byeonghwi Kim Minhyuk Seo Jonghyun Choi CLL LM&Ro 129 11 0 12 Mar 2024
Premonition: Using Generative Models to Preempt Future Data Changes in Continual Learning Mark D Mcdonnell Dong Gong Ehsan Abbasnejad Anton Van Den Hengel VLM DiffM 121 3 0 12 Mar 2024
Last Iterate Convergence of Incremental Methods and Applications in Continual Learning Xu Cai Jelena Diakonikolas 86 6 0 11 Mar 2024
Decentralized and Lifelong-Adaptive Multi-Agent Collaborative Learning Shuo Tang Rui Ye Chenxin Xu Xiaowen Dong Siheng Chen Yanfeng Wang 66 1 0 11 Mar 2024
On the Diminishing Returns of Width for Continual Learning E. Guha V. Lakshman CLL 68 6 0 11 Mar 2024
Coherent Temporal Synthesis for Incremental Action Segmentation Guodong Ding Hans Golong Angela Yao CLL 75 5 0 10 Mar 2024
VLM-PL: Advanced Pseudo Labeling Approach for Class Incremental Object Detection via Vision-Language Model Junsu Kim Yunhoe Ku Jihyeon Kim Junuk Cha Seungryul Baek ObjD VLM 97 14 0 08 Mar 2024
Continual Learning and Catastrophic Forgetting Gido M. van de Ven Nicholas Soures Dhireesha Kudithipudi 94 58 0 08 Mar 2024
Reset & Distill: A Recipe for Overcoming Negative Transfer in Continual Reinforcement Learning Hongjoon Ahn Jinu Hyeon Youngmin Oh Bosun Hwang Taesup Moon CLL OnRL 64 2 0 08 Mar 2024
Lifelong Intelligence Beyond the Edge using Hyperdimensional Computing Xiaofan Yu Anthony Thomas Ivannia Gomez Moreno Louis Gutierrez Tajana Simunic 88 3 0 07 Mar 2024
Contrastive Continual Learning with Importance Sampling and Prototype-Instance Relation Distillation Jiyong Li Dilshod Azizov Yang Li Shangsong Liang CLL 81 8 0 07 Mar 2024
GUIDE: Guidance-based Incremental Learning with Diffusion Models Bartosz Cywiński Kamil Deja Tomasz Trzciñski Bartlomiej Twardowski Lukasz Kuciñski DiffM 78 3 0 06 Mar 2024
Recall-Oriented Continual Learning with Generative Adversarial Meta-Model Haneol Kang Dong-Wan Choi CLL BDL 49 2 0 05 Mar 2024
Role Prompting Guided Domain Adaptation with General Capability Preserve for Large Language Models Rui Wang Fei Mi Yi Chen Boyang Xue Hongru Wang Qi Zhu Kam-Fai Wong Rui-Lan Xu CLL 68 7 0 05 Mar 2024
DP-CRE: Continual Relation Extraction via Decoupled Contrastive Learning and Memory Structure Preservation Mengyi Huang Meng Xiao Ludi Wang Yi Du 89 3 0 05 Mar 2024
Gradient Correlation Subspace Learning against Catastrophic Forgetting Tammuz Dubnov Vishal Thengane CLL 33 0 0 04 Mar 2024
Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal Jianheng Huang Leyang Cui Ante Wang Chengyi Yang Xinting Liao Linfeng Song Junfeng Yao Jinsong Su KELM CLL 90 46 0 02 Mar 2024
Learning Causal Features for Incremental Object Detection Zhenwei He Lei Zhang CLL ObjD CML 61 0 0 01 Mar 2024
A Regularization-based Transfer Learning Method for Information Extraction via Instructed Graph Decoder Kedi Chen Jie Zhou Qin Chen Shunyu Liu Liang He 68 2 0 01 Mar 2024
Gradient Reweighting: Towards Imbalanced Class-Incremental Learning Jiangpeng He Fengqing Zhu CLL 114 22 0 28 Feb 2024
HOP to the Next Tasks and Domains for Continual Learning in NLP Umberto Michieli Mete Ozay VLM 95 3 0 28 Feb 2024
CorpusBrain++: A Continual Generative Pre-Training Framework for Knowledge-Intensive Language Tasks Jiafeng Guo Changjiang Zhou Ruqing Zhang Jiangui Chen Maarten de Rijke Yixing Fan Xueqi Cheng CLL 90 8 0 26 Feb 2024
One-stage Prompt-based Continual Learning Youngeun Kim Yuhang Li Priyadarshini Panda VLM CLL 77 7 0 25 Feb 2024
COPR: Continual Human Preference Learning via Optimal Policy Regularization Han Zhang Lin Gui Yu Lei Yuanzhao Zhai Yehong Zhang ... Hui Wang Yue Yu Kam-Fai Wong Bin Liang Ruifeng Xu CLL 95 5 0 22 Feb 2024
DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual Learning Seungyoon Choi Wonjoong Kim Sungwon Kim Yeonjun In Sein Kim Chanyoung Park CLL 110 6 0 21 Feb 2024
Self-Distillation Bridges Distribution Gap in Language Model Fine-Tuning Zhaorui Yang Tianyu Pang Hao Feng Han Wang Wei Chen Minfeng Zhu Qian Liu ALM 92 50 0 21 Feb 2024
Towards Robust Graph Incremental Learning on Evolving Graphs Junwei Su Difan Zou Zijun Zhang Chuan Wu CLL OOD 102 21 0 20 Feb 2024
Structural Knowledge Informed Continual Multivariate Time Series Forecasting Zijie Pan Yushan Jiang Dongjin Song Sahil Garg Kashif Rasul Anderson Schneider Yuriy Nevmyvaka CLL AI4TS 92 3 0 20 Feb 2024
Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image Classification Sebastian Doerrich Tobias Archut Francesco Di Salvo Christian Ledig 54 4 0 19 Feb 2024
Towards Cross-Domain Continual Learning Marcus Vinícius de Carvalho Mahardhika Pratama Jie Zhang Chua Haoyan E. Yapp CLL 83 0 0 19 Feb 2024
Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps Hitesh U. Vaidya Travis J. Desell A. Mali Alexander Ororbia CLL 73 2 0 19 Feb 2024
Class-incremental Learning for Time Series: Benchmark and Evaluation Zhongzheng Qiao Quang Pham Zhen Cao Hoang H Le Ponnuthurai Nagaratnam Suganthan Xudong Jiang Savitha Ramasamy 101 10 0 19 Feb 2024
Hebbian Learning based Orthogonal Projection for Continual Learning of Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin CLL 110 8 0 19 Feb 2024
Continual Learning on Graphs: Challenges, Solutions, and Opportunities Xikun Zhang Dongjin Song Dacheng Tao CLL 83 10 0 18 Feb 2024
InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration Fali Wang Runxue Bao Suhang Wang Wenchao Yu Yanchi Liu Wei Cheng Haifeng Chen KELM 68 13 0 18 Feb 2024
Mitigating Catastrophic Forgetting in Multi-domain Chinese Spelling Correction by Multi-stage Knowledge Transfer Framework Peng Xing Hai-Tao Zheng Shirong Ma Xinnian Liang Haojing Huang Yangning Li Hai-Tao Zheng Wenhao Jiang Ying Shen CLL KELM 83 1 0 18 Feb 2024
Maintaining Adversarial Robustness in Continuous Learning Xiaolei Ru Xiaowei Cao Zijia Liu Jack Murdoch Moore Xin-Ya Zhang Xia Zhu Wenjia Wei Gang Yan AAML 71 4 0 17 Feb 2024
Incremental Sequence Labeling: A Tale of Two Shifts Shengjie Qiu Junhao Zheng Zhen Liu Yicheng Luo Qianli Ma CLL 82 7 0 16 Feb 2024
Evaluating and Improving Continual Learning in Spoken Language Understanding Muqiao Yang Xiang Li Umberto Cappellazzo Shinji Watanabe Bhiksha Raj CLL 88 0 0 16 Feb 2024
Is Continual Learning Ready for Real-world Challenges? Theodora Kontogianni Yuanwen Yue Siyu Tang Konrad Schindler CLL 120 3 0 15 Feb 2024
Both Matter: Enhancing the Emotional Intelligence of Large Language Models without Compromising the General Intelligence Weixiang Zhao Zhuojun Li Shilong Wang Yang Wang Yulin Hu Yanyan Zhao Chen Wei Bing Qin 114 5 0 15 Feb 2024
Balancing the Causal Effects in Class-Incremental Learning Junhao Zheng Ruiyan Wang Chongzhi Zhang Hu Feng Qianli Ma CML CLL 113 0 0 15 Feb 2024
TinyCL: An Efficient Hardware Architecture for Continual Learning on Autonomous Systems Eugenio Ressa Alberto Marchisio Maurizio Martina Guido Masera Mohamed Bennai 140 0 0 15 Feb 2024
A novel spatial-frequency domain network for zero-shot incremental learning Jie Ren Yang Zhao Weichuan Zhang Changming Sun CLL 26 1 0 11 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 105 5 0 09 Feb 2024
Progressive Conservative Adaptation for Evolving Target Domains Gangming Zhao Chaoqi Chen Wenhao He Changzai Pan Chaowei Fang Jinpeng Li Xilin Chen Yizhou Yu CLL 77 0 0 07 Feb 2024
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais Joost van de Weijer Andrew D. Bagdanov 108 24 0 06 Feb 2024
Continual Domain Adversarial Adaptation via Double-Head Discriminators Yan Shen Zhanghexuan Ji Chunwei Ma Mingchen Gao TTA 87 2 0 05 Feb 2024
Discounted Adaptive Online Learning: Towards Better Regularization Zhiyu Zhang David Bombara Heng Yang 64 9 0 05 Feb 2024
A Novel Hyperdimensional Computing Framework for Online Time Series Forecasting on the Edge Mohamed Mejri C. Amarnath Abhijit Chatterjee AI4TS 37 5 0 03 Feb 2024