Continual Learning with Deep Generative Replay

24 May 2017

Papers citing "Continual Learning with Deep Generative Replay"

50 / 407 papers shown

Title
A Unified Gradient-based Framework for Task-agnostic Continual Learning-Unlearning Zhehao Huang Xinwen Cheng Jie Zhang Jinghao Zheng Haoran Wang Zhengbao He Tao Li Xiaolin Huang CLL 35 0 0 21 May 2025
Privacy-Aware Lifelong Learning Ozan Özdenizci Elmar Rueckert Robert Legenstein CLL MU KELM 36 0 0 16 May 2025
Reinforced Interactive Continual Learning via Real-time Noisy Human Feedback Yutao Yang Jie Zhou Junsong Li Qianjun Pan Bihao Zhan Qin Chen Xipeng Qiu Liang He CLL 29 0 0 15 May 2025
Ranking-aware Continual Learning for LiDAR Place Recognition Xufei Wang Gengxuan Tian Junqiao Zhao Siyue Tao Qiwen Gu Qiankun Yu Tiantian Feng CLL 33 1 0 12 May 2025
ReplayCAD: Generative Diffusion Replay for Continual Anomaly Detection Lei Hu Zhiyong Gan Ling Deng Jinglin Liang Lingyu Liang Shuangping Huang Tianshui Chen DiffM 33 0 0 10 May 2025
Multi-modal Synthetic Data Training and Model Collapse: Insights from VLMs and Diffusion Models Zizhao Hu Mohammad Rostami Jesse Thomason VLM 28 0 0 10 May 2025
Autoencoder-Based Hybrid Replay for Class-Incremental Learning Milad Khademi Nori Il Kim Guanghui Wang CLL 55 0 0 09 May 2025
Replay to Remember (R2R): An Efficient Uncertainty-driven Unsupervised Continual Learning Framework Using Generative Replay Sriram Mandalika Harsha Vardhan Athira Nambiar VLM 75 0 0 07 May 2025
Feature Staleness Aware Incremental Learning for CTR Prediction Zhikai Wang Yanyan Shen Zibin Zhang Kangyi Lin 39 2 0 29 Apr 2025
Mitigating Catastrophic Forgetting in the Incremental Learning of Medical Images Sara Yavari Jacob Furst CLL 58 0 0 28 Apr 2025
Task-conditioned Ensemble of Expert Models for Continuous Learning Renu Sharma Debasmita Pal Arun Ross OOD KELM 234 0 0 11 Apr 2025
Continual Learning With Quasi-Newton Methods Steven Vander Eeckt Hugo Van hamme CLL BDL 69 0 0 25 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 84 0 0 18 Mar 2025
Lifelong Learning with Task-Specific Adaptation: Addressing the Stability-Plasticity Dilemma Ruiyu Wang Sen Wang Wei Ji Q. Sun CLL KELM 65 0 0 08 Mar 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 69 1 0 27 Feb 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang Jingyang Zhang Tianrui Li Xin Yang CLL 51 0 0 27 Feb 2025
Feature Aggregation with Latent Generative Replay for Federated Continual Learning of Socially Appropriate Robot Behaviours Nikhil Churamani Saksham Checker Fethiye Irmak Dogan Hao-Tien Lewis Chiang Hatice Gunes FedML 91 1 0 24 Feb 2025
Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC Networks Jingzhi Hu Xin Li Zhou Su Jun Luo 73 0 0 18 Feb 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 89 1 0 17 Feb 2025
Analysis of Overparameterization in Continual Learning under a Linear Model Daniel Goldfarb Paul Hand CLL 39 0 0 11 Feb 2025
MADAR: Efficient Continual Learning for Malware Analysis with Diversity-Aware Replay Mohammad Saidur Rahman Scott E. Coull Qi Yu M. Wright AAML 56 0 0 09 Feb 2025
Multiple Queries with Multiple Keys: A Precise Prompt Matching Paradigm for Prompt-based Continual Learning Dunwei Tu Huiyu Yi Yunhong Wang Baile Xu Jian Zhao Furao Shen CLL 123 0 0 28 Jan 2025
Iterative Feature Space Optimization through Incremental Adaptive Evaluation Yanping Wu Yanyong Huang Zhengzhang Chen Zijun Yao Yanjie Fu Kunpeng Liu Xiao Luo Dongjie Wang 39 0 0 28 Jan 2025
Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting Milad Khademi Nori Il Kim Guanghui CLL 70 1 0 26 Jan 2025
Dynamic Continual Learning: Harnessing Parameter Uncertainty for Improved Network Adaptation Christopher Angelini N. Bouaynaya BDL 38 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 250 0 0 15 Jan 2025
Domain-Incremental Semantic Segmentation for Autonomous Driving under Adverse Driving Conditions Shishir Muralidhara René Schuster Didier Stricker CLL 214 0 0 10 Jan 2025
Soup to go: mitigating forgetting during continual learning with model averaging Anat Kleiman Gintare Karolina Dziugaite Jonathan Frankle Sham Kakade Mansheej Paul MoMe CLL KELM 58 1 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 83 0 0 31 Dec 2024
RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks Nazia Tasnim Bryan A. Plummer CLL OffRL 74 0 0 25 Nov 2024
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang Elisa Ricci 52 0 0 04 Nov 2024
Efficient Non-Exemplar Class-Incremental Learning with Retrospective Feature Synthesis Liang Bai Hong Song Yucong Lin Tianyu Fu Deqiang Xiao Danni Ai Jingfan Fan Jian Yang CLL 41 0 0 03 Nov 2024
Prioritized Generative Replay Renhao Wang Kevin Frans Pieter Abbeel Sergey Levine Alexei A. Efros OnRL DiffM 119 2 0 23 Oct 2024
Unsupervised Replay Strategies for Continual Learning with Limited Data Anthony Bazhenov Pahan Dewasurendra G. Krishnan Jean Erik Delanois CLL 24 0 0 21 Oct 2024
Solving Continual Offline RL through Selective Weights Activation on Aligned Spaces Jifeng Hu Sili Huang Li Shen Zhejian Yang Shengchao Hu Shisong Tang Hechang Chen Yi Chang Dacheng Tao Lichao Sun OffRL 41 0 0 21 Oct 2024
LeanAgent: Lifelong Learning for Formal Theorem Proving Adarsh Kumarappan Mo Tiwari Peiyang Song Robert Joseph George Chaowei Xiao Anima Anandkumar CLL LLMAG LRM 74 8 0 08 Oct 2024
Holistic Unlearning Benchmark: A Multi-Faceted Evaluation for Text-to-Image Diffusion Model Unlearning Saemi Moon M. Lee Sangdon Park Dongwoo Kim 44 1 0 08 Oct 2024
MIRACLE3D: Memory-efficient Integrated Robust Approach for Continual Learning on Point Clouds via Shape Model Construction Hossein Resani B. Nasihatkon 3DV 198 0 0 08 Oct 2024
Recent Advances of Multimodal Continual Learning: A Comprehensive Survey Dianzhi Yu Xinni Zhang Yankai Chen Aiwei Liu Yifei Zhang Philip S. Yu Irwin King VLM CLL 52 10 0 07 Oct 2024
M2Distill: Multi-Modal Distillation for Lifelong Imitation Learning Kaushik Roy Akila Dissanayake Brendan Tidd Peyman Moghadam CLL VLM 69 2 0 30 Sep 2024
Tiny Robotics Dataset and Benchmark for Continual Object Detection Francesco Pasti Riccardo De Monte Davide Dalle Pezze Gian Antonio Susto Nicola Bellotto 47 1 0 24 Sep 2024
Drift to Remember Jin Du Xinsong Zhang Hao Shen Xun Xian Ganghua Wang Jiawei Zhang Yuhong Yang Na Li Jia Liu Jie Ding CLL 21 0 0 21 Sep 2024
Persistent Backdoor Attacks in Continual Learning Zhen Guo Abhinav Kumar R. Tourani AAML 35 3 0 20 Sep 2024
Continual Learning in 3D Point Clouds: Employing Spectral Techniques for Exemplar Selection Hossein Resani B. Nasihatkon Mohammadreza Alimoradi Jazi 3DPC 44 2 0 12 Sep 2024
Buffer-based Gradient Projection for Continual Federated Learning Shenghong Dai Jy-yong Sohn Yicong Chen S. Alam Ravikumar Balakrishnan Suman Banerjee N. Himayat Kangwook Lee FedML 75 2 0 03 Sep 2024
Theoretical Insights into Overparameterized Models in Multi-Task and Replay-Based Continual Learning Mohammadamin Banayeeanzade Mahdi Soltanolkotabi Mohammad Rostami CLL LRM 103 1 0 29 Aug 2024
Mitigating the Stability-Plasticity Dilemma in Adaptive Train Scheduling with Curriculum-Driven Continual DQN Expansion Achref Jaziri Etienne Kunzel Visvanathan Ramesh CLL 58 0 0 19 Aug 2024
An Effective Dynamic Gradient Calibration Method for Continual Learning Weichen Lin Jiaxiang Chen Ru Huang Huihua Ding CLL 46 0 0 30 Jul 2024
Train-Attention: Meta-Learning Where to Focus in Continual Knowledge Learning Yeongbin Seo Dongha Lee Jinyoung Yeo CLL KELM 100 1 0 24 Jul 2024
Strike a Balance in Continual Panoptic Segmentation Jinpeng Chen Runmin Cong Yuxuan Luo H. Ip Sam Kwong 50 4 0 23 Jul 2024