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Continual Learning with Deep Generative Replay

24 May 2017

Papers citing "Continual Learning with Deep Generative Replay"

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Title
Domain-Incremental Semantic Segmentation for Autonomous Driving under Adverse Driving ConditionsInternational Conference on Pattern Recognition Applications and Methods (ICPRAM), 2025 Shishir Muralidhara René Schuster Didier Stricker CLL 950 1 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 229 5 0 09 Jan 2025
MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware ClassificationAAAI Conference on Artificial Intelligence (AAAI), 2025 Jimin Park AHyun Ji Minji Park Mohammad Saidur Rahman Se Eun Oh 186 8 0 03 Jan 2025
Hierarchically Gated Experts for Efficient Online Continual LearningInternational Conference on Agents and Artificial Intelligence (ICAART), 2024 Kevin Luong Michael Thielscher CLL OffRL 261 1 0 22 Dec 2024
Expert Routing with Synthetic Data for Continual Learning Yewon Byun Sanket Vaibhav Mehta Saurabh Garg Emma Strubell Michael Oberst Bryan Wilder Zachary Chase Lipton 469 0 0 22 Dec 2024
Continual Learning Using a Kernel-Based Method Over Foundation ModelsAAAI Conference on Artificial Intelligence (AAAI), 2024 Saleh Momeni Sahisnu Mazumder Bing-Quan Liu CLL 304 7 0 20 Dec 2024
In-context Continual Learning Assisted by an External Continual LearnerInternational Conference on Computational Linguistics (COLING), 2024 Saleh Momeni Sahisnu Mazumder Zixuan Ke Bing Liu CLL 313 3 0 20 Dec 2024
Linked Adapters: Linking Past and Future to Present for Effective Continual LearningPacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2024 Dupati Srikar Chandra P. K. Srijith Dana Rezazadegan Chris McCarthy CLL 145 0 0 14 Dec 2024
Continual Learning for Segment Anything Model Adaptation Jinglong Yang Yichen Wu Jun Cen Wenjian Huang Hong Wang Jianguo Zhang TTA CLL 193 3 0 09 Dec 2024
Deep evolving semi-supervised anomaly detection Jack Belham Aryan Bhosale Samrat Mukherjee Biplab Banerjee Fabio Cuzzolin 210 0 0 01 Dec 2024
Continual Learning in Machine Speech Chain Using Gradient Episodic MemoryOriental COCOSDA International Conference on Speech Database and Assessments (COCOSDA), 2024 Geoffrey Tyndall Kurniawati Azizah Dipta Tanaya Ayu Purwarianti Dessi Lestari S. Sakti CLL 189 1 0 27 Nov 2024
Modality-Incremental Learning with Disjoint Relevance Mapping Networks for Image-based Semantic SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Niharika Hegde Shishir Muralidhara René Schuster Didier Stricker CLL 310 2 0 26 Nov 2024
RECAST: Reparameterized, Compact weight Adaptation for Sequential TasksInternational Conference on Learning Representations (ICLR), 2024 Nazia Tasnim Bryan A. Plummer CLL OffRL 392 0 0 25 Nov 2024
Soft-TransFormers for Continual Learning Haeyong Kang Chang D. Yoo CLL 348 0 0 25 Nov 2024
CLFace: A Scalable and Resource-Efficient Continual Learning Framework for Lifelong Face RecognitionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Md Golam Moula Mehedi Hasan S. Sami Nasser M. Nasrabadi CLL 233 2 0 21 Nov 2024
Slowing Down Forgetting in Continual Learning Pascal Janetzky Tobias Schlagenhauf Stefan Feuerriegel CLL 379 0 0 11 Nov 2024
Continual Memorization of Factoids in Language Models Howard Chen Jiayi Geng Adithya Bhaskar Dan Friedman Danqi Chen KELM 258 1 0 11 Nov 2024
Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen? Yongsheng Mei Liangqi Yuan Dong-Jun Han Kevin S. Chan Christopher G. Brinton Tian-Shing Lan 234 0 0 10 Nov 2024
SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Jinghan He Haiyun Guo Kuan Zhu Zihan Zhao Ming Tang Jinqiao Wang KELM 282 8 0 09 Nov 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Xiwen Wei Guihong Li R. Marculescu 201 12 0 08 Nov 2024
Exploring the Stability Gap in Continual Learning: The Role of the Classification HeadIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Wojciech Łapacz Daniel Marczak Filip Szatkowski Tomasz Trzciñski 366 4 0 06 Nov 2024
Hierarchical Orchestra of Policies Thomas P Cannon Özgür Simsek CLL 127 0 0 05 Nov 2024
CIT: Rethinking Class-incremental Semantic Segmentation with a Class Independent Transformation Jinchao Ge Bowen Zhang Akide Liu Minh Hieu Phan Qi Chen Yangyang Shu Yang Zhao VLM CLL 192 0 0 05 Nov 2024
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question AnsweringIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Deepayan Das Davide Talon Goran Frehse Yiming Wang Elisa Ricci 396 4 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 258 0 0 03 Nov 2024
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative ModelingsNeural Information Processing Systems (NeurIPS), 2024 Milad Khademi Nori Il-Min Kim CLL 176 4 0 28 Oct 2024
How to Continually Adapt Text-to-Image Diffusion Models for Flexible Customization?Neural Information Processing Systems (NeurIPS), 2024 Jiahua Dong Wenqi Liang Hongliu Li Duzhen Zhang Meng Cao Henghui Ding Salman Khan Fahad Shahbaz Khan DiffM 203 23 0 23 Oct 2024
Prioritized Generative ReplayInternational Conference on Learning Representations (ICLR), 2024 Renhao Wang Kevin Frans Pieter Abbeel Sergey Levine Alexei A. Efros OnRL DiffM 413 9 0 23 Oct 2024
Unsupervised Replay Strategies for Continual Learning with Limited DataIEEE International Joint Conference on Neural Network (IJCNN), 2024 Anthony Bazhenov Pahan Dewasurendra G. Krishnan Jean Erik Delanois CLL 110 1 0 21 Oct 2024
Exploring Continual Fine-Tuning for Enhancing Language Ability in Large Language Model Divyanshu Aggarwal Sankarshan Damle Navin Goyal Satya Lokam Sunayana Sitaram CLL 203 3 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 199 1 0 21 Oct 2024
TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning Kejia Fan Kejia Fan Keming Wu Linpu Lv Anfeng Liu ... Houbing Herbert Song Huiping Zhuang Yutao Yue Yunhuai Liu Huiping Zhuang CLL 113 0 0 21 Oct 2024
Hybrid Memory Replay: Blending Real and Distilled Data for Class Incremental Learning Jiangtao Kong Jiacheng Shi Ashley Gao Shaohan Hu Wanrong Zhu Huajie Shao VLM DD 237 2 0 20 Oct 2024
OVS Meets Continual Learning: Towards Sustainable Open-Vocabulary Segmentation Dongjun Hwang Yejin Kim Junsuk Choe Seong Joon Oh Junsuk Choe VLM 636 0 0 15 Oct 2024
Continual Learning Improves Zero-Shot Action RecognitionAsian Conference on Computer Vision (ACCV), 2024 Shreyank N. Gowda Davide Moltisanti Laura Sevilla-Lara BDL VLM CLL 365 2 0 14 Oct 2024
LeanAgent: Lifelong Learning for Formal Theorem ProvingInternational Conference on Learning Representations (ICLR), 2024 Adarsh Kumarappan Mo Tiwari Peiyang Song Robert Joseph George Chaowei Xiao Anima Anandkumar CLL LLMAG LRM 426 11 0 08 Oct 2024
Brain-inspired continual pre-trained learner via silent synaptic consolidation Xuming Ran Juntao Yao Yusong Wang Mingkun Xu Dianbo Liu AAML CLL 121 5 0 08 Oct 2024
Gradual Learning: Optimizing Fine-Tuning with Partially Mastered Knowledge in Large Language Models Bozhou Li Hao Liang Yang Li Fangcheng Fu Hongzhi Yin Conghui He Wentao Zhang KELM CLL 175 1 0 08 Oct 2024
Does RoBERTa Perform Better than BERT in Continual Learning: An Attention Sink Perspective Xueying Bai Yifan Sun Niranjan Balasubramanian CLL 200 1 0 08 Oct 2024
MIRACLE3D: Memory-efficient Integrated Robust Approach for Continual Learning on Point Clouds via Shape Model ConstructionInternational Conference on Learning Representations (ICLR), 2024 Hossein Resani B. Nasihatkon 3DV 797 1 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 314 6 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 298 29 0 07 Oct 2024
Fine-Grained Gradient Restriction: A Simple Approach for Mitigating Catastrophic Forgetting Bo Liu Mao Ye Peter Stone Qiang Liu CLL 147 0 0 01 Oct 2024
Preserving Generalization of Language models in Few-shot Continual Relation ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Quyen Tran Nguyen Xuan Thanh Nguyen Hoang Anh Nam Le Hai Trung Le Linh Van Ngo Thien Huu Nguyen CLL KELM 224 9 0 01 Oct 2024
PoseAdapt: Sustainable Human Pose Estimation via Continual Learning Benchmarks and Toolkit Muhammad Saif Ullah Khan Didier Stricker CLL 345 2 0 30 Sep 2024
M2Distill: Multi-Modal Distillation for Lifelong Imitation LearningIEEE International Conference on Robotics and Automation (ICRA), 2024 Kaushik Roy Akila Dissanayake Brendan Tidd Peyman Moghadam CLL VLM 364 6 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 103 6 0 29 Sep 2024
Optimal Protocols for Continual Learning via Statistical Physics and Control TheoryInternational Conference on Learning Representations (ICLR), 2024 Francesco Mori Stefano Sarao Mannelli Francesca Mignacco 455 7 0 26 Sep 2024
Patch-Based Contrastive Learning and Memory Consolidation for Online Unsupervised Continual Learning Cameron Taylor Vassilis Vassiliades C. Dovrolis CLL 276 1 0 24 Sep 2024
Tiny Robotics Dataset and Benchmark for Continual Object Detection Francesco Pasti Riccardo De Monte Davide Dalle Pezze Gian Antonio Susto Nicola Bellotto 253 3 0 24 Sep 2024