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Continual Learning with Deep Generative Replay

24 May 2017

Papers citing "Continual Learning with Deep Generative Replay"

50 / 616 papers shown

Title
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 128 0 0 04 Nov 2024
Prioritized Generative Replay Renhao Wang Kevin Frans Pieter Abbeel Sergey Levine Alexei A. Efros OnRL DiffM 190 7 0 23 Oct 2024
Overcoming Domain Limitations in Open-vocabulary Segmentation Dongjun Hwang Seong Joon Oh Junsuk Choe SSeg OOD 143 0 0 15 Oct 2024
MIRACLE3D: Memory-efficient Integrated Robust Approach for Continual Learning on Point Clouds via Shape Model Construction Hossein Resani B. Nasihatkon 3DV 439 0 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 94 3 0 08 Oct 2024
M2Distill: Multi-Modal Distillation for Lifelong Imitation Learning Kaushik Roy Akila Dissanayake Brendan Tidd Peyman Moghadam CLL VLM 131 3 0 30 Sep 2024
Learning Attentional Mixture of LoRAs for Language Model Continual Learning Jialin Liu Jianhua Wu Jie Liu Yutai Duan KELM CLL MoMe 43 2 0 29 Sep 2024
Optimal Protocols for Continual Learning via Statistical Physics and Control Theory Francesco Mori Stefano Sarao Mannelli Francesca Mignacco 185 4 0 26 Sep 2024
Tiny Robotics Dataset and Benchmark for Continual Object Detection Francesco Pasti Riccardo De Monte Davide Dalle Pezze Gian Antonio Susto Nicola Bellotto 114 1 0 24 Sep 2024
Continual Learning in 3D Point Clouds: Employing Spectral Techniques for Exemplar Selection Hossein Resani B. Nasihatkon Mohammadreza Alimoradi Jazi 3DPC 92 2 0 12 Sep 2024
Theoretical Insights into Overparameterized Models in Multi-Task and Replay-Based Continual Learning Mohammadamin Banayeeanzade Mahdi Soltanolkotabi Mohammad Rostami CLL LRM 311 4 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 106 0 0 19 Aug 2024
Distribution-Aware Replay for Continual MRI Segmentation Nick Lemke Camila González Anirban Mukhopadhyay Martin Mundt OOD 84 0 0 30 Jul 2024
Train-Attention: Meta-Learning Where to Focus in Continual Knowledge Learning Yeongbin Seo Dongha Lee Jinyoung Yeo CLL KELM 163 2 0 24 Jul 2024
Overcoming Catastrophic Forgetting in Tabular Data Classification: A Pseudorehearsal-based approach Pablo García Santaclara Bruno Fernández Castro Rebeca P. Díaz Redondo LMTD 99 0 0 12 Jul 2024
CLEO: Continual Learning of Evolving Ontologies Shishir Muralidhara Saqib Bukhari Georg Schneider Didier Stricker René Schuster CLL 77 1 0 11 Jul 2024
HiDe-PET: Continual Learning via Hierarchical Decomposition of Parameter-Efficient Tuning Liyuan Wang Jingyi Xie Xingxing Zhang Hang Su Jun Zhu CLL 124 7 0 07 Jul 2024
Lifelong Learning and Selective Forgetting via Contrastive Strategy Li Shan Wenzhang Zhou Wei Li Xingyu Ding CLL 51 3 0 28 May 2024
FeTT: Continual Class Incremental Learning via Feature Transformation Tuning Sunyuan Qiang Xuxin Lin Yanyan Liang Jun Wan Du Zhang CLL 100 1 0 20 May 2024
MuseumMaker: Continual Style Customization without Catastrophic Forgetting Chenxi Liu Gan Sun Wenqi Liang Jiahua Dong Can Qin Yang Cong DiffM 127 4 0 25 Apr 2024
Alleviating Catastrophic Forgetting in Facial Expression Recognition with Emotion-Centered Models Israel A. Laurensi A. Britto J. P. Barddal A. L. Koerich CVBM 53 1 0 18 Apr 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 119 11 0 27 Mar 2024
PARMESAN: Parameter-Free Memory Search and Transduction for Dense Prediction Tasks Philip Matthias Winter M. Wimmer David Major Dimitrios Lenis Astrid Berg Theresa Neubauer Gaia Romana De Paolis Johannes Novotny Sophia Ulonska Katja Bühler 154 0 0 18 Mar 2024
Self-Regulated Neurogenesis for Online Data-Incremental Learning Murat Onur Yildirim Elif Ceren Gok Yildirim Decebal Constantin Mocanu Joaquin Vanschoren CLL 100 0 0 13 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 101 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
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
Making Pre-trained Language Models Better Continual Few-Shot Relation Extractors Shengkun Ma Jiale Han Yi Liang Bo Cheng CLL VLM 77 8 0 24 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
Towards Robust Graph Incremental Learning on Evolving Graphs Junwei Su Difan Zou Zijun Zhang Chuan Wu CLL OOD 104 21 0 20 Feb 2024
TinyCL: An Efficient Hardware Architecture for Continual Learning on Autonomous Systems Eugenio Ressa Alberto Marchisio Maurizio Martina Guido Masera Mohamed Bennai 142 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 28 1 0 11 Feb 2024
Privacy-Preserving Synthetic Continual Semantic Segmentation for Robotic Surgery Mengya Xu Mobarakol Islam Long Bai Hongliang Ren 76 6 0 08 Feb 2024
Continuous Unsupervised Domain Adaptation Using Stabilized Representations and Experience Replay Mohammad Rostami CLL 119 2 0 31 Jan 2024
Memory-Efficient Prompt Tuning for Incremental Histopathology Classification Yu Zhu Kang Li Lequan Yu Pheng-Ann Heng VLM 69 0 0 22 Jan 2024
Enhancing Consistency and Mitigating Bias: A Data Replay Approach for Incremental Learning Chenyang Wang Junjun Jiang Xingyu Hu Xianming Liu Xiangyang Ji 110 5 0 12 Jan 2024
Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental Learning Zitong Huang Ze Chen Zhixing Chen Erjin Zhou Xinxing Xu Rick Siow Mong Goh Yong-Jin Liu Wangmeng Zuo Chun-Mei Feng CLL VLM BDL 112 11 0 03 Jan 2024
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks Sara Babakniya Zalan Fabian Chaoyang He Mahdi Soltanolkotabi Salman Avestimehr FedML CLL 84 32 0 13 Nov 2023
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos Yaoyao Liu Yingying Li Bernt Schiele Qianru Sun CLL OnRL 96 7 0 24 Oct 2023
Continual Named Entity Recognition without Catastrophic Forgetting Duzhen Zhang Wei Cong Jiahua Dong Yahan Yu Xiuyi Chen Yonggang Zhang Zhen Fang 66 12 0 23 Oct 2023
Enhancing Plasticity for First Session Adaptation Continual Learning Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 116 3 0 17 Oct 2023
Prior-Free Continual Learning with Unlabeled Data in the Wild Tao Zhuo Zhiyong Cheng Hehe Fan Mohan S. Kankanhalli VLM CLL 79 2 0 16 Oct 2023
Lifelong Sequence Generation with Dynamic Module Expansion and Adaptation Chengwei Qin Junwon Lee Shafiq Joty CLL 104 14 0 15 Oct 2023
A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter Collaboration Yixing Huang Christoph Bert Rostislav Makarov Alexander Alenin Andreas Maier F. Putz FedML CLL 61 1 0 29 Sep 2023
Towards Robust Continual Learning with Bayesian Adaptive Moment Regularization Jack Foster Alexandra Brintrup CLL 99 0 0 15 Sep 2023
VERSE: Virtual-Gradient Aware Streaming Lifelong Learning with Anytime Inference S. Banerjee Vinay Kumar Verma Avideep Mukherjee Deepak Gupta Vinay P. Namboodiri Piyush Rai CLL 91 5 0 15 Sep 2023
NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning T. Malepathirana Damith A. Senanayake Saman K. Halgamuge CLL 76 13 0 18 Aug 2023
Learning to Paraphrase Sentences to Different Complexity Levels Alison Chi Li-Kuang Chen Yi-Chen Chang Shu-Hui Lee Jason J. S. Chang 53 10 0 04 Aug 2023
CLR: Channel-wise Lightweight Reprogramming for Continual Learning Yunhao Ge Yuecheng Li Shuo Ni Jiaping Zhao Ming-Hsuan Yang Laurent Itti CLL 97 12 0 21 Jul 2023
Image Captions are Natural Prompts for Text-to-Image Models Shiye Lei Hao Chen Senyang Zhang Bo Zhao Dacheng Tao VLM 115 23 0 17 Jul 2023