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On Tiny Episodic Memories in Continual Learning

27 February 2019

Arslan Chaudhry

Marcus Rohrbach

Mohamed Elhoseiny

Thalaiyasingam Ajanthan

Papers citing "On Tiny Episodic Memories in Continual Learning"

50 / 270 papers shown

Title
Harmonious Parameter Adaptation in Continual Visual Instruction Tuning for Safety-Aligned MLLMs Z. J. Wang Chang Che Qi Wang Hui Ma Zenglin Shi Cees G. M. Snoek Meng Wang CLL 192 0 0 25 Nov 2025
Mixtures of SubExperts for Large Language Continual Learning Haeyong Kang CLL KELM MoE 199 0 0 09 Nov 2025
Benchmarking Catastrophic Forgetting Mitigation Methods in Federated Time Series Forecasting Khaled Hallak Oudom Kem AI4TS 104 0 0 24 Oct 2025
Learning After Model Deployment Derda Kaymak Gyuhak Kim Tomoya Kaichi Tatsuya Konishi Bing-Quan Liu 96 0 0 20 Oct 2025
DOLFIN: Balancing Stability and Plasticity in Federated Continual Learning Omayma Moussadek Riccardo Salami Simone Calderara FedML CLL 178 0 0 15 Oct 2025
Design-Based Bandits Under Network Interference: Trade-Off Between Regret and Statistical Inference Zichen Wang Haoyang Hong Chuanhao Li Haoxuan Li Zhiheng Zhang Huazheng Wang 112 0 0 09 Oct 2025
DATS: Distance-Aware Temperature Scaling for Calibrated Class-Incremental Learning Giuseppe Serra Florian Buettner 128 0 0 25 Sep 2025
Lifelong Learner: Discovering Versatile Neural Solvers for Vehicle Routing Problems Shaodi Feng Zhuoyi Lin Jianan Zhou Cong Zhang Jingwen Li Kuan-Wen Chen Senthilnath Jayavelu Yew-Soon Ong 128 1 0 08 Aug 2025
Prediction-Oriented Subsampling from Data Streams Benedetta Lavinia Mussati Freddie Bickford-Smith Tom Rainforth Stephen J. Roberts 171 0 0 05 Aug 2025
Online Continual Learning via Spiking Neural Networks with Sleep Enhanced Latent Replay Erliang Lin Wenbin Luo Wei Jia Yu Chen Shaofu Yang CLL 283 0 0 23 Jun 2025
Dynamic Mixture of Curriculum LoRA Experts for Continual Multimodal Instruction Tuning Chendi Ge Xin Eric Wang Zeyang Zhang Hong Chen Jiapei Fan Longtao Huang Hui Xue Wenwu Zhu MoE CLL 198 5 0 13 Jun 2025
Dynamic Mixture of Progressive Parameter-Efficient Expert Library for Lifelong Robot Learning Yuheng Lei Sitong Mao Shunbo Zhou Hongyuan Zhang Xuelong Li Ping Luo CLL 200 0 0 06 Jun 2025
Unlocking the Power of Rehearsal in Continual Learning: A Theoretical Perspective Junze Deng Qinhang Wu Peizhong Ju Sen Lin Yingbin Liang Ness B. Shroff CLL 223 0 0 30 May 2025
A Unified Gradient-based Framework for Task-agnostic Continual Learning-Unlearning Zhehao Huang Xinwen Cheng Jing Zhang Jinghao Zheng Haoran Wang Zhengbao He Tao Li Xiaolin Huang CLL 264 1 0 21 May 2025
TPT-Bench: A Large-Scale, Long-Term and Robot-Egocentric Dataset for Benchmarking Target Person Tracking Hanjing Ye Yu Zhan Weixi Situ Guangcheng Chen Jingwen Yu Kuanqi Cai Kuanqi Cai Arash Ajoudani H. Zhang 315 3 0 12 May 2025
Replay to Remember (R2R): An Efficient Uncertainty-driven Unsupervised Continual Learning Framework Using Generative Replay Sriram Mandalika Harsha Vardhan Athira Nambiar VLM 501 0 0 07 May 2025
Mitigating Catastrophic Forgetting in the Incremental Learning of Medical Images Sara Yavari Jacob Furst CLL 277 4 0 28 Apr 2025
Harmony: A Unified Framework for Modality Incremental Learning Y. Song Xiaoshan Yang Shihong Deng Yaowei Wang Changsheng Xu CLL 359 0 0 17 Apr 2025
Query-based Knowledge Transfer for Heterogeneous Learning EnvironmentsInternational Conference on Learning Representations (ICLR), 2025 Norah Alballa Wenxuan Zhang Ziquan Liu A. Abdelmoniem Mohamed Elhoseiny Marco Canini 330 2 0 12 Apr 2025
Task-conditioned Ensemble of Expert Models for Continuous Learning Renu Sharma Debasmita Pal Arun Ross OOD KELM 946 0 0 11 Apr 2025
MetaCLBench: Meta Continual Learning Benchmark on Resource-Constrained Edge Devices Sijia Li Young D. Kwon Lik-Hang Lee Pan Hui 259 0 0 31 Mar 2025
Ferret: An Efficient Online Continual Learning Framework under Varying Memory ConstraintsComputer Vision and Pattern Recognition (CVPR), 2025 Yuhao Zhou Yuxin Tian Jindi Lv Mingjia Shi Yuanxi Li Qing Ye Shuhao Zhang Jiancheng Lv CLL 268 1 0 15 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 304 0 0 10 Mar 2025
PTMs-TSCIL Pre-Trained Models Based Class-Incremental Learning Yuanlong Wu Mingxing Nie Tao Zhu L. Chen Huansheng Ning Yaping Wan CLL 287 0 0 10 Mar 2025
Sequential Function-Space Variational Inference via Gaussian Mixture Approximation Menghao Waiyan William Zhu Pengcheng Hao E. Kuruoglu BDL 240 0 0 10 Mar 2025
A Good Start Matters: Enhancing Continual Learning with Data-Driven Weight Initialization Md Yousuf Harun Christopher Kanan AI4CE 298 2 0 09 Mar 2025
CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question AnsweringComputer Vision and Pattern Recognition (CVPR), 2025 Tianyu Huai Jie Zhou Xingjiao Wu Qin Chen Qingchun Bai Ze Zhou Liang He MoE 297 10 0 01 Mar 2025
Same accuracy, twice as fast: continuous training surpasses retraining from scratch Eli Verwimp Guy Hacohen Tinne Tuytelaars OnRL 205 5 0 28 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 341 0 0 25 Feb 2025
Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC NetworksIEEE Transactions on Wireless Communications (TWC), 2025 Jingzhi Hu Xin Li Zhou Su Jun Luo 420 1 0 18 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 276 2 0 03 Feb 2025
VLM-Assisted Continual learning for Visual Question Answering in Self-Driving Yuxin Lin Mengshi Qi Liang Liu Huadong Ma CLL 267 4 0 02 Feb 2025
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 525 7 0 20 Dec 2024
Soft-TransFormers for Continual Learning Haeyong Kang Chang D. Yoo CLL 368 0 0 25 Nov 2024
$C$^{2}$INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention$ C $^{2}$ INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention Xiaohe Li Feilong Huang Zide Fan Fangli Mou Leilei Lin Yingyan Hou Lijie Wen 278 0 0 19 Nov 2024
Continual Memorization of Factoids in Language Models Howard Chen Jiayi Geng Adithya Bhaskar Dan Friedman Danqi Chen KELM 330 2 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 225 13 0 08 Nov 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 269 2 0 20 Oct 2024
SLIM: Let LLM Learn More and Forget Less with Soft LoRA and Identity MixtureNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Jiayi Han Liang Du Hongwei Du Xiangguo Zhou Yiwen Wu Weibo Zheng Donghong Han CLL MoMe MoE 257 7 0 10 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 336 16 0 09 Oct 2024
Does RoBERTa Perform Better than BERT in Continual Learning: An Attention Sink Perspective Xueying Bai Yifan Sun Niranjan Balasubramanian CLL 224 1 0 08 Oct 2024
Fair Class-Incremental Learning using Sample Weighting Jaeyoung Park Minsu Kim Steven Euijong Whang 313 0 0 02 Oct 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 273 0 0 26 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 188 0 0 21 Sep 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 274 1 0 02 Sep 2024
Bi-Factorial Preference Optimization: Balancing Safety-Helpfulness in Language ModelsInternational Conference on Learning Representations (ICLR), 2024 Wenxuan Zhang Juil Sock Mohamed Elhoseiny Adel Bibi 459 22 0 27 Aug 2024
Continual Learning of Nonlinear Independent Representations Boyang Sun Ignavier Ng Guangyi Chen Yifan Shen Qirong Ho Kun Zhang OOD CML 262 0 0 11 Aug 2024
Continual Distillation Learning: Knowledge Distillation in Prompt-based Continual Learning Qifan Zhang Yunhui Guo Yu Xiang CLL VLM 564 0 0 18 Jul 2024
Continual Deep Learning on the Edge via Stochastic Local Competition among Subnetworks Theodoros Christophides Kyriakos Tolias S. Chatzis 234 0 0 15 Jul 2024
Overcoming Catastrophic Forgetting in Tabular Data Classification: A Pseudorehearsal-based approach Pablo García Santaclara Bruno Fernández Castro Rebeca P. Díaz Redondo LMTD 218 1 0 12 Jul 2024