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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
Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Jia Liu Cheng Jinguo Xia Fang Zhenyuan Ma Yuankai Wu CLL AI4TS LRM 139 0 0 20 Apr 2025
Parameter-Efficient Continual Fine-Tuning: A Survey Eric Nuertey Coleman Luigi Quarantiello Ziyue Liu Qinwen Yang Samrat Mukherjee J. Hurtado Vincenzo Lomonaco CLL 90 0 0 18 Apr 2025
SwitchMT: An Adaptive Context Switching Methodology for Scalable Multi-Task Learning in Intelligent Autonomous Agents Avaneesh Devkota Rachmad Vidya Wicaksana Putra Mohamed Bennai 58 0 0 18 Apr 2025
Continual Learning Strategies for 3D Engineering Regression Problems: A Benchmarking Study Kaira M. Samuel Faez Ahmed 167 0 0 16 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 476 0 0 15 Apr 2025
GPS: Distilling Compact Memories via Grid-based Patch Sampling for Efficient Online Class-Incremental Learning Mingchuan Ma Yuhao Zhou Jindi Lv Yuxin Tian Dan Si Shujian Li Qing Ye Jiancheng Lv CLL 92 0 0 14 Apr 2025
Self-Controlled Dynamic Expansion Model for Continual Learning RunQing Wu KaiHui Huang HanYi Zhang Fei Ye CLL VLM 75 0 0 14 Apr 2025
Task-conditioned Ensemble of Expert Models for Continuous Learning Renu Sharma Debasmita Pal Arun Ross OOD KELM 459 0 0 11 Apr 2025
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-Training Chao Qi Jianqin Yin Meng Chen Yingchun Niu Yuan Sun 3DPC CLL 99 0 0 11 Apr 2025
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning Chao Qi Jianqin Yin Ren Zhang CLL 3DPC VLM 65 0 0 11 Apr 2025
Proxy-Anchor and EVT-Driven Continual Learning Method for Generalized Category Discovery Alireza Fathalizadeh Roozbeh Razavi-Far CLL 82 0 0 11 Apr 2025
Explainability and Continual Learning meet Federated Learning at the Network Edge Thomas Tsouparopoulos Iordanis Koutsopoulos FedML 73 0 0 11 Apr 2025
Boosting-inspired online learning with transfer for railway maintenance Diogo Risca Afonso Lourenço Goreti Marreiros 69 0 0 11 Apr 2025
LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation Juzheng Zhang Jiacheng You Ashwinee Panda Tom Goldstein MoMe 109 4 0 10 Apr 2025
Neuron-level Balance between Stability and Plasticity in Deep Reinforcement Learning Jiahua Lan Sen Zhang Haixia Pan Ruijun Liu Li Shen Dacheng Tao CLL 86 0 0 09 Apr 2025
Prototype-Based Continual Learning with Label-free Replay Buffer and Cluster Preservation Loss Agil Aghasanli Yi Li Plamen Angelov CLL VLM 84 0 0 09 Apr 2025
FM-LoRA: Factorized Low-Rank Meta-Prompting for Continual Learning Xiaobing Yu Jin Yang Xiao Wu Peijie Qiu Xiaofeng Liu CLL 53 0 0 09 Apr 2025
SEE: Continual Fine-tuning with Sequential Ensemble of Experts Zhilin Wang Yafu Li Xiaoye Qu Yu Cheng CLL KELM 121 0 0 09 Apr 2025
CoMBO: Conflict Mitigation via Branched Optimization for Class Incremental Segmentation Kai Fang Anqi Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei CLL 96 0 0 05 Apr 2025
Outlook Towards Deployable Continual Learning for Particle Accelerators Kishansingh Rajput Sen Lin Auralee Edelen Willem Blokland Malachi Schram 71 0 0 04 Apr 2025
BECAME: BayEsian Continual Learning with Adaptive Model MErging Mei Li Yuxiang Lu Qinyan Dai Suizhi Huang Yue Ding Hongtao Lu CLL MoMe 126 0 0 03 Apr 2025
TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining Jeffrey Li Mohammadreza Armandpour Iman Mirzadeh Sachin Mehta Vaishaal Shankar ... Samy Bengio Oncel Tuzel Mehrdad Farajtabar Hadi Pouransari Fartash Faghri CLL KELM 153 0 0 02 Apr 2025
Catastrophic Forgetting in LLMs: A Comparative Analysis Across Language Tasks Naimul Haque CLL KELM ELM 88 0 0 01 Apr 2025
Continual Cross-Modal Generalization Yan Xia Hai Huang Minghui Fang Zhou Zhao CLL 101 0 0 01 Apr 2025
Pareto Continual Learning: Preference-Conditioned Learning and Adaption for Dynamic Stability-Plasticity Trade-off Song Lai Zhe Zhao Fei Zhu Xi Lin Qingfu Zhang Gaofeng Meng CLL 90 2 0 30 Mar 2025
VLM-C4L: Continual Core Dataset Learning with Corner Case Optimization via Vision-Language Models for Autonomous Driving Haibo Hu Jiacheng Zuo Yang Lou Yufei Cui Jianping Wang Nan Guan Jin Wang Yung-Hui Li Chun Jason Xue VLM 122 1 0 29 Mar 2025
T-CIL: Temperature Scaling using Adversarial Perturbation for Calibration in Class-Incremental Learning Seong-Hyeon Hwang Minsu Kim Steven Euijong Whang 68 0 0 28 Mar 2025
LLaVA-CMoE: Towards Continual Mixture of Experts for Large Vision-Language Models Hengyuan Zhao Ziqin Wang Qixin Sun Kaiyou Song Yilin Li Xiaolin Hu Qingpei Guo Si Liu KELM CLL MoE 152 1 0 27 Mar 2025
Learn by Reasoning: Analogical Weight Generation for Few-Shot Class-Incremental Learning Jizhou Han Chenhao Ding Yuhang He Songlin Dong Qiang Wang Xinyuan Gao Yihong Gong CLL 103 0 0 27 Mar 2025
Stochastic Engrams for Efficient Continual Learning with Binarized Neural Networks Isabelle Aguilar Luis Fernando Herbozo Contreras Omid Kavehei 118 1 0 27 Mar 2025
Ancestral Mamba: Enhancing Selective Discriminant Space Model with Online Visual Prototype Learning for Efficient and Robust Discriminant Approach Jiahao Qin Feng Liu Lu Zong Mamba 106 0 0 26 Mar 2025
Incremental Object Keypoint Learning Mingfu Liang Jiahuan Zhou Xu Zou Ying Wu CLL 122 0 0 26 Mar 2025
Continual learning via probabilistic exchangeable sequence modelling Hanwen Xing Christopher Yau CLL BDL 128 0 0 26 Mar 2025
Continual Learning With Quasi-Newton Methods Steven Vander Eeckt Hugo Van hamme CLL BDL 133 0 0 25 Mar 2025
Experience Replay Addresses Loss of Plasticity in Continual Learning Jiuqi Wang Rohan Chandra Shangtong Zhang CLL KELM 168 0 0 25 Mar 2025
LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning Xuan Liu Xiaobin Chang CLL 508 0 0 23 Mar 2025
LoRASculpt: Sculpting LoRA for Harmonizing General and Specialized Knowledge in Multimodal Large Language Models Jian Liang Wenke Huang Guancheng Wan Qu Yang Mang Ye MoMe CLL AI4CE 122 5 0 21 Mar 2025
H2ST: Hierarchical Two-Sample Tests for Continual Out-of-Distribution Detection Yuhang Liu Wenjie Zhao Yunhui Guo OODD 99 1 0 19 Mar 2025
Continual Multimodal Contrastive Learning Xiaohao Liu Xiaobo Xia See-Kiong Ng Tat-Seng Chua CLL 230 2 0 19 Mar 2025
FeNeC: Enhancing Continual Learning via Feature Clustering with Neighbor- or Logit-Based Classification Kamil Książek Hubert Jastrzębski Bartosz Trojan Krzysztof Pniaczek Michał Karp Jacek Tabor CLL 243 0 0 18 Mar 2025
ProtoDepth: Unsupervised Continual Depth Completion with Prototypes Patrick Rim Hyoungseob Park Xien Chen Ziyao Zeng Younjoon Chung Alex Wong CLL MDE 134 1 0 17 Mar 2025
Analytic Subspace Routing: How Recursive Least Squares Works in Continual Learning of Large Language Model Kai Tong Kang Pan Xiao Zhang Erli Meng Run He Yawen Cui Nuoyan Guo Huiping Zhuang KELM CLL 116 2 0 17 Mar 2025
Hybrid Learners Do Not Forget: A Brain-Inspired Neuro-Symbolic Approach to Continual Learning Amin Banayeeanzade Mohammad Rostami CLL 97 0 0 16 Mar 2025
Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints Yuhao Zhou Yuxin Tian Jindi Lv Mingjia Shi Yuanxi Li Qing Ye Shuhao Zhang Jiancheng Lv CLL 112 0 0 15 Mar 2025
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais Joost van de Weijer Andrew D. Bagdanov 129 0 0 13 Mar 2025
Continual Text-to-Video Retrieval with Frame Fusion and Task-Aware Routing Zecheng Zhao Zhi Chen Zi-Rui Huang S. Sadiq Tong Chen 103 0 0 13 Mar 2025
Test-Time Discovery via Hashing Memory Fan Lyu Tianle Liu Zheng Zhang Fuyuan Hu Liang Wang TTA 100 0 0 12 Mar 2025
Towards Robust Model Evolution with Algorithmic Recourse Hao-Tsung Yang Jie Gao Bo-Yi Liu Zhi-Xuan Liu 80 0 0 12 Mar 2025
SoTCKGE:Continual Knowledge Graph Embedding Based on Spatial Offset Transformation Xinyu Wang Jinshuo Liu Cheng Bi Kaijian Xie Meng Wang Juan Deng Jeff Pan 78 0 0 11 Mar 2025
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