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Efficient Lifelong Learning with A-GEM

2 December 2018

Papers citing "Efficient Lifelong Learning with A-GEM"

50 / 943 papers shown

Title
Mastering Continual Reinforcement Learning through Fine-Grained Sparse Network Allocation and Dormant Neuron Exploration Chengqi Zheng Haiyan Yin Jianda Chen Terence Ng Yew-Soon Ong Ivor Tsang CLL 862 1 0 07 Mar 2025
CLDyB: Towards Dynamic Benchmarking for Continual Learning with Pre-trained ModelsInternational Conference on Learning Representations (ICLR), 2025 Shengzhuang Chen Yikai Liao Xiaoxiao Sun Kede Ma Ying Wei 311 1 0 06 Mar 2025
Parabolic Continual LearningInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2025 Haoming Yang Ali Hasan Vahid Tarokh 223 1 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 163 1 0 03 Mar 2025
Efficient Prompting for Continual Adaptation to Missing ModalitiesNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Zirun Guo Shulei Wang Wang Lin Weicai Yan Yangyang Wu Tao Jin CLL VLM 222 5 0 01 Mar 2025
Walking the Web of Concept-Class Relationships in Incrementally Trained Interpretable ModelsAAAI Conference on Artificial Intelligence (AAAI), 2025 Susmit Agrawal Deepika Vemuri S. Paul Vineeth N. Balasubramanian CLL 314 0 0 27 Feb 2025
PVBF: A Framework for Mitigating Parameter Variation Imbalance in Online Continual LearningNeural Networks (NN), 2025 Zelin Tao Hao Deng Mingqing Liu Lijun Zhang Shengjie Zhao CLL 297 0 0 25 Feb 2025
Theory on Mixture-of-Experts in Continual LearningInternational Conference on Learning Representations (ICLR), 2024 Hongbo Li Sen-Fon Lin Lingjie Duan Yingbin Liang Ness B. Shroff MoE MoMe CLL 514 34 0 20 Feb 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 376 1 0 17 Feb 2025
Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction TuningInternational Conference on Learning Representations (ICLR), 2025 Gangwei Jiang Caigao Jiang Zhaoyi Li Siqiao Xue Jun-ping Zhou Linqi Song Defu Lian Yin Wei CLL MU 355 7 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 217 0 0 10 Feb 2025
MADAR: Efficient Continual Learning for Malware Analysis with Distribution-Aware Replay Mohammad Saidur Rahman Scott E. Coull Qi Yu M. Wright AAML 545 4 0 09 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 204 2 0 03 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 414 0 0 22 Jan 2025
Dynamic Continual Learning: Harnessing Parameter Uncertainty for Improved Network AdaptationIEEE International Joint Conference on Neural Network (IJCNN), 2024 Christopher Angelini N. Bouaynaya BDL 142 0 0 18 Jan 2025
Dynamic Prototype Rehearsal for Continual Learning in ECG Arrhythmia Detection Sana Rahmani Reetam Chatterjee Ali Etemad J. Hashemi 177 0 0 13 Jan 2025
Expert Routing with Synthetic Data for Continual Learning Yewon Byun Sanket Vaibhav Mehta Saurabh Garg Emma Strubell Michael Oberst Bryan Wilder Zachary Chase Lipton 441 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 394 1 0 21 Dec 2024
Continual Learning with Strategic Selection and Forgetting for Network Intrusion DetectionIEEE Conference on Computer Communications (INFOCOM), 2024 Xinchen Zhang Running Zhao Zhihan Jiang Handi Chen Yulong Ding Edith C.H. Ngai Shuang-Hua Yang AAML 389 5 0 20 Dec 2024
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning Hongye Xu Jan Wasilewski Bartosz Krawczyk CLL 314 0 0 19 Dec 2024
TinySubNets: An efficient and low capacity continual learning strategyAAAI Conference on Artificial Intelligence (AAAI), 2024 Marcin Pietroñ Kamil Faber Dominik Zurek Roberto Corizzo 309 2 0 14 Dec 2024
Reflective Teacher: Semi-Supervised Multimodal 3D Object Detection in Bird's-Eye-View via Uncertainty MeasureIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Saheli Hazra Sudip Das Rohit Choudhary Arindam Das Ganesh Sistu Ciarán Eising Ujjwal Bhattacharya 235 0 0 05 Dec 2024
Adaptive Rank, Reduced Forgetting: Knowledge Retention in Continual Learning Vision-Language Models with Dynamic Rank-Selective LoRA Haodong Lu Chongyang Zhao Jason Xue Lina Yao Kristen Moore Dong Gong CLL KELM VLM 633 15 0 01 Dec 2024
GradAlign for Training-free Model Performance Inference Yuxuan Li Yunhui Guo 220 0 0 29 Nov 2024
RECAST: Reparameterized, Compact weight Adaptation for Sequential TasksInternational Conference on Learning Representations (ICLR), 2024 Nazia Tasnim Bryan A. Plummer CLL OffRL 380 0 0 25 Nov 2024
Soft-TransFormers for Continual Learning Haeyong Kang Chang D. Yoo CLL 332 0 0 25 Nov 2024
COBRA: A Continual Learning Approach to Vision-Brain Understanding Xuan-Bac Nguyen Arabinda Kumar Choudhary Arabinda Kumar Choudhary Pawan Sinha Xin Li Khoa Luu CLL 320 3 0 25 Nov 2024
Continual Task Learning through Adaptive Policy Self-Composition Shengchao Hu Yuhang Zhou Ziqing Fan Jifeng Hu Li Shen Ya Zhang Dacheng Tao OffRL 334 1 0 18 Nov 2024
Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular DataNeural Information Processing Systems (NeurIPS), 2024 Kai Helli David Schnurr Noah Hollmann Samuel G. Müller Katharina Eggensperger OOD 299 15 0 15 Nov 2024
On the Convergence of Continual Federated Learning Using Incrementally Aggregated GradientsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 Satish Kumar Keshri Nazreen Shah Ranjitha Prasad FedML 345 0 0 12 Nov 2024
Slowing Down Forgetting in Continual Learning Pascal Janetzky Tobias Schlagenhauf Stefan Feuerriegel CLL 371 0 0 11 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 185 12 0 08 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 372 3 0 04 Nov 2024
NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Amin Ranem John Kalkhof Anirban Mukhopadhyay 145 0 0 30 Oct 2024
Vector Quantization Prompting for Continual LearningNeural Information Processing Systems (NeurIPS), 2024 L. Jiao Qiuxia Lai Yu LI Qiang Xu VLM CLL 230 9 0 27 Oct 2024
TEAM: Topological Evolution-aware Framework for Traffic Forecasting--Extended VersionProceedings of the VLDB Endowment (PVLDB), 2024 Duc Kieu Tung Kieu Peng Han Bin Yang Christian S. Jensen Bac Le AI4TS 167 5 0 24 Oct 2024
Continual Learning on a Data Diet Elif Ceren Gok Yildirim Murat Onur Yildirim Joaquin Vanschoren CLL 124 0 0 23 Oct 2024
Conflict-Aware Adversarial Training Zhiyu Xue Haohan Wang Yao Qin Ramtin Pedarsani AAML 265 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 195 1 0 21 Oct 2024
Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image ClassificationAAAI Conference on Artificial Intelligence (AAAI), 2024 Jiaxiang Gou Luping Ji Pei Liu Mao Ye VLM 168 7 0 14 Oct 2024
Continual Learning: Less Forgetting, More OOD Generalization via Adaptive Contrastive Replay Hossein Rezaei Mohammad Sabokrou CLL 192 1 0 09 Oct 2024
Continual Learning in the Frequency DomainNeural Information Processing Systems (NeurIPS), 2024 Ruiqi Liu Boyu Diao Libo Huang Zijia An Zhulin An Yongjun Xu VLM CLL 288 16 0 09 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
Does RoBERTa Perform Better than BERT in Continual Learning: An Attention Sink Perspective Xueying Bai Yifan Sun Niranjan Balasubramanian CLL 192 1 0 08 Oct 2024
Fair Class-Incremental Learning using Sample Weighting Jaeyoung Park Minsu Kim Steven Euijong Whang 277 0 0 02 Oct 2024
Forgetting, Ignorance or Myopia: Revisiting Key Challenges in Online Continual LearningNeural Information Processing Systems (NeurIPS), 2024 Xinrui Wang Chuanxing Geng Wenhai Wan Shao-yuan Li Songcan Chen CLL 261 6 0 28 Sep 2024
Caption, Create, Continue: Continual Learning with Pre-trained Generative Vision-Language Models Indu Solomon Aye Phyu Phyu Aung Uttam Kumar Senthilnath Jayavelu VLM CLL 241 0 0 26 Sep 2024
Sequential Learning in the Dense Associative MemoryNeural Computation (Neural Comput.), 2024 Hayden McAlister Anthony Robins Lech Szymanski CLL 856 2 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 163 0 0 21 Sep 2024
Persistent Backdoor Attacks in Continual Learning Zhen Guo Abhinav Kumar R. Tourani AAML 230 7 0 20 Sep 2024