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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
Towards Experience Replay for Class-Incremental Learning in Fully-Binary Networks Yanis Basso-Bert Anca Molnos Romain Lemaire William Guicquero Antoine Dupret CLL 130 0 0 10 Mar 2025
Pathological Prior-Guided Multiple Instance Learning For Mitigating Catastrophic Forgetting in Breast Cancer Whole Slide Image Classification Weixi Zheng Aoling Huang. Jingping Yuan Jingping Yuan Haoyu Zhao Zhou Zhao Yongchao Xu Thierry Géraud CLL 129 0 0 08 Mar 2025
CLDyB: Towards Dynamic Benchmarking for Continual Learning with Pre-trained Models Shengzhuang Chen Yikai Liao Xiaoxiao Sun Kede Ma Ying Wei 136 0 0 06 Mar 2025
Gradient Deconfliction via Orthogonal Projections onto Subspaces For Multi-task Learning Shijie Zhu Hui Zhao Tianshu Wu Pengjie Wang Hongbo Deng Jian Xu Bo Zheng 121 1 0 05 Mar 2025
Go Beyond Your Means: Unlearning with Per-Sample Gradient Orthogonalization Aviv Shamsian E. Shaar Aviv Navon Gal Chechik Ethan Fetaya MU 144 0 0 04 Mar 2025
Beyond Cosine Decay: On the effectiveness of Infinite Learning Rate Schedule for Continual Pre-training Paul Janson Vaibhav Singh Paria Mehrbod Adam Ibrahim Irina Rish Eugene Belilovsky Benjamin Thérien CLL 130 1 0 04 Mar 2025
STAR: Stability-Inducing Weight Perturbation for Continual Learning Masih Eskandar Tooba Imtiaz Davin Hill Zifeng Wang Jennifer Dy CLL 61 0 0 03 Mar 2025
An Efficient Continual Learning Framework for Multivariate Time Series Prediction Tasks with Application to Vehicle State Estimation Arvin Hosseinzadeh Ladan Khoshnevisan Mohammad Pirani Shojaeddin Chenouri Amir Khajepour CLL AI4TS 83 1 0 03 Mar 2025
Enabling AI Scientists to Recognize Innovation: A Domain-Agnostic Algorithm for Assessing Novelty Yao Wang Mingxuan Cui Arthur Jiang 135 0 0 03 Mar 2025
Parabolic Continual Learning Haoming Yang Ali Hasan Vahid Tarokh 112 1 0 03 Mar 2025
CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering Tianyu Huai Jie Zhou Xingjiao Wu Qin Chen Qingchun Bai Ze Zhou Liang He MoE 122 4 0 01 Mar 2025
OpenEarthSensing: Large-Scale Fine-Grained Benchmark for Open-World Remote Sensing Xiang Xiang Zhuo Xu Yao Deng Qinhao Zhou Yifan Liang Ke Chen Qingfang Zheng Yaowei Wang Xilin Chen Wen Gao VLM 138 0 0 28 Feb 2025
Incremental Learning with Repetition via Pseudo-Feature Projection Benedikt Tscheschner Eduardo Veas Marc Masana CLL 76 0 0 27 Feb 2025
Few-Shot, No Problem: Descriptive Continual Relation Extraction Nguyen Xuan Thanh Anh Duc Le Quyen Tran Thanh-Thien Le Linh Ngo Van T. H. Nguyen 123 2 0 27 Feb 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang Jing Zhang Tianrui Li Xin Yang CLL 109 3 0 27 Feb 2025
Rethinking LLM Unlearning Objectives: A Gradient Perspective and Go Beyond Qizhou Wang Jin Peng Zhou Zhanke Zhou Saebyeol Shin Bo Han Kilian Q. Weinberger AILaw ELM MU 145 10 0 26 Feb 2025
PVBF: A Framework for Mitigating Parameter Variation Imbalance in Online Continual Learning Zelin Tao Hao Deng Mingqing Liu Lijun Zhang Shengjie Zhao CLL 149 0 0 25 Feb 2025
Recurrent Knowledge Identification and Fusion for Language Model Continual Learning Yujie Feng Xujia Wang Zexin Lu Shenghong Fu Guangyuan Shi Yongxin Xu Yasha Wang Philip S. Yu Xu Chu Xiao-Ming Wu CLL KELM 120 1 0 22 Feb 2025
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning Minbo Ma Kai Tang Huan Li Fei Teng Dalin Zhang Tianrui Li AI4TS 99 0 0 21 Feb 2025
Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting Ruichu Cai Haiqin Huang Zhifang Jiang Zijian Li Changze Zhou Yuequn Liu Yuming Liu Zijian Li AI4TS CML 105 1 0 18 Feb 2025
Multi-Attribute Steering of Language Models via Targeted Intervention Duy Nguyen Archiki Prasad Elias Stengel-Eskin Joey Tianyi Zhou LLMSV 166 2 0 18 Feb 2025
On the Computation of the Fisher Information in Continual Learning Gido M. van de Ven FedML 126 2 0 17 Feb 2025
Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning Gangwei Jiang Caigao Jiang Zhaoyi Li Siqiao Xue Jun-ping Zhou Linqi Song Defu Lian Yin Wei CLL MU 166 2 0 16 Feb 2025
Sequence Transferability and Task Order Selection in Continual Learning T. Nguyen Cuong N. Nguyen Quang Pham B. T. Nguyen Savitha Ramasamy Xiaoli Li Cuong V Nguyen 130 0 0 10 Feb 2025
Prompt-Driven Continual Graph Learning Qi Wang Tianfei Zhou Ye Yuan Rui Mao CLL 142 0 0 10 Feb 2025
Demystifying Catastrophic Forgetting in Two-Stage Incremental Object Detector Qirui Wu Shizhou Zhang De Cheng Yinghui Xing Di Xu Peng Wang Yanning Zhang ObjD 250 0 0 08 Feb 2025
$Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning$ Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning Edoardo Urettini Antonio Carta 102 0 0 03 Feb 2025
VLM-Assisted Continual learning for Visual Question Answering in Self-Driving Yuxin Lin Mengshi Qi Liang Liu Huadong Ma CLL 80 2 0 02 Feb 2025
Multiple Queries with Multiple Keys: A Precise Prompt Matching Paradigm for Prompt-based Continual Learning Dunwei Tu Huiyu Yi Yanjie Wang Baile Xu Jian Zhao Furao Shen CLL 195 0 0 28 Jan 2025
CLOFAI: A Dataset of Real And Fake Image Classification Tasks for Continual Learning William Doherty Anton Lee Heitor Murilo Gomes CLL 116 0 0 19 Jan 2025
Dynamic Continual Learning: Harnessing Parameter Uncertainty for Improved Network Adaptation Christopher Angelini N. Bouaynaya BDL 89 0 0 18 Jan 2025
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 433 0 0 15 Jan 2025
A Contrastive Symmetric Forward-Forward Algorithm (SFFA) for Continual Learning Tasks Erik B. Terres-Escudero Javier Del Ser Pablo García Bringas AAML CLL 115 0 0 10 Jan 2025
LSEBMCL: A Latent Space Energy-Based Model for Continual Learning Xiaodi Li Dingcheng Li Rujun Gao Mahmoud Zamani Latifur Khan CLL KELM 67 0 0 09 Jan 2025
Generate to Discriminate: Expert Routing for Continual Learning Yewon Byun Sanket Vaibhav Mehta Saurabh Garg Emma Strubell Michael Oberst Bryan Wilder Zachary Chase Lipton 176 0 0 31 Dec 2024
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs Junying Chen Zhenyang Cai Ke Ji Xiang Wang Wanlong Liu Rongsheng Wang Jianye Hou Benyou Wang LRM 86 61 0 25 Dec 2024
Algorithm Design for Continual Learning in IoT Networks Shugang Hao Lingjie Duan CLL 138 0 0 22 Dec 2024
Chained Tuning Leads to Biased Forgetting Megan Ung Alicia Sun Samuel J. Bell Bhaktipriya Radharapu Levent Sagun Adina Williams CLL KELM 173 0 0 21 Dec 2024
Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection Xinchen Zhang Running Zhao Zhihan Jiang Handi Chen Yulong Ding Edith C.H. Ngai Shuang-Hua Yang AAML 226 0 0 20 Dec 2024
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning Hongye Xu Jan Wasilewski Bartosz Krawczyk CLL 195 0 0 19 Dec 2024
Region-Based Optimization in Continual Learning for Audio Deepfake Detection Yujie Chen Jiangyan Yi Cunhang Fan J. Tao Yong Ren ... Hao Gu Jun Xue Chenglong Wang Zhao Lv Xiaohui Zhang 144 1 0 16 Dec 2024
Adapter-Enhanced Semantic Prompting for Continual Learning Baocai Yin Ji Zhao Huajie Jiang Ningning Hou Yongli Hu Amin Beheshti Ming-Hsuan Yang Yuankai Qi CLL VLM 207 0 0 15 Dec 2024
Linked Adapters: Linking Past and Future to Present for Effective Continual Learning Dupati Srikar Chandra P. K. Srijith Dana Rezazadegan Chris McCarthy CLL 85 0 0 14 Dec 2024
TinySubNets: An efficient and low capacity continual learning strategy Marcin Pietroñ Kamil Faber Dominik Zurek Roberto Corizzo 151 0 0 14 Dec 2024
Parseval Regularization for Continual Reinforcement Learning Wesley Chung Lynn Cherif David Meger Doina Precup CLL 116 5 0 10 Dec 2024
GradAlign for Training-free Model Performance Inference Yuxuan Li Yunhui Guo 105 0 0 29 Nov 2024
Act Now: A Novel Online Forecasting Framework for Large-Scale Streaming Data Daojun Liang Haixia Zhang Jing Wang Dongfeng Yuan Minggao Zhang AI4TS 138 0 0 28 Nov 2024
Continual Learning in Machine Speech Chain Using Gradient Episodic Memory Geoffrey Tyndall Kurniawati Azizah Dipta Tanaya Ayu Purwarianti Dessi Lestari S. Sakti CLL 83 0 0 27 Nov 2024
Integrating Dual Prototypes for Task-Wise Adaption in Pre-Trained Model-Based Class-Incremental Learning Zhiming Xu Steve Yang Baile Xu Jian Zhao Furao Shen CLL 193 0 0 26 Nov 2024
Revised Regularization for Efficient Continual Learning through Correlation-Based Parameter Update in Bayesian Neural Networks Sanchar Palit Biplab Banerjee S. Chaudhuri CLL 134 0 0 21 Nov 2024