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Memory Efficient Experience Replay for Streaming Learning

16 September 2018

Papers citing "Memory Efficient Experience Replay for Streaming Learning"

50 / 120 papers shown

Title
BRAIN: Bias-Mitigation Continual Learning Approach to Vision-Brain Understanding Xuan-Bac Nguyen Thanh-Dat Truong Pawan Sinha Khoa Luu CLL 96 0 0 25 Aug 2025
Rethinking Safety in LLM Fine-tuning: An Optimization Perspective Minseon Kim Jin Myung Kwak Lama Alssum Bernard Ghanem Juil Sock David M. Krueger Fazl Barez Adel Bibi 103 2 0 17 Aug 2025
Toward Lifelong Learning in Equilibrium Propagation: Sleep-like and Awake Rehearsal for Enhanced Stability Yoshimasa Kubo Jean Erik Delanois Maxim Bazhenov CLL 100 0 0 12 Aug 2025
Saturation Self-Organizing Map Igor Urbanik Paweł Gajewski CLL 363 0 0 12 Jun 2025
Analytic Task Scheduler: Recursive Least Squares Based Method for Continual Learning in Embodied Foundation Models Lipei Xie Yingxin Li Huiping Zhuang CLL 174 0 0 11 Jun 2025
SHIELD: Secure Hypernetworks for Incremental Expansion Learning Defense Patryk Krukowski Łukasz Gorczyca Piotr Helm Kamil Ksiazek Przemysław Spurek AAML CLL 159 0 0 09 Jun 2025
Sufficient conditions for offline reactivation in recurrent neural networksInternational Conference on Learning Representations (ICLR), 2025 Nanda H. Krishna Colin Bredenberg Daniel Levenstein Blake A. Richards Guillaume Lajoie OffRL 137 3 0 22 May 2025
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos Yanlai Yang Mengye Ren 910 0 0 21 Jan 2025
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 316 3 0 25 Nov 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
CRoP: Context-wise Robust Static Human-Sensing PersonalizationProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2024 Sawinder Kaur Avery Gump Yi Xiao Jingyu Xin Harshit Sharma Nina R Benway Jonathan L Preston Asif Salekin 533 1 0 26 Sep 2024
MoFO: Momentum-Filtered Optimizer for Mitigating Forgetting in LLM Fine-Tuning Yupeng Chen Senmiao Wang Yushun Zhang Zhihang Lin Haozhe Zhang Tian Ding Tian Ding Ruoyu Sun CLL 317 7 0 30 Jul 2024
Enabling On-Device Learning via Experience Replay with Efficient Dataset Condensation Gelei Xu Ningzhi Tang Jun Xia Wei Jin Yiyu Shi DD 227 0 0 25 May 2024
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 456 8 0 28 Apr 2024
Addressing Loss of Plasticity and Catastrophic Forgetting in Continual Learning Mohamed Elsayed A. Rupam Mahmood CLL 276 35 0 31 Mar 2024
TinyCL: An Efficient Hardware Architecture for Continual Learning on Autonomous Systems Eugenio Ressa Alberto Marchisio Maurizio Martina Guido Masera Mohamed Bennai 376 1 0 15 Feb 2024
Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and SynthesisDesign Automation Conference (DAC), 2023 Ruiyang Qin Jun Xia Zhenge Jia Meng Jiang Ahmed Abbasi Peipei Zhou Jingtong Hu Yiyu Shi 286 26 0 21 Nov 2023
Edge-InversionNet: Enabling Efficient Inference of InversionNet on Edge Devices Zhepeng Wang Isaacshubhanand Putla Weiwen Jiang Youzuo Lin 163 3 0 14 Oct 2023
Revisiting Softmax Masking: Stop Gradient for Enhancing Stability in Replay-based Continual Learning Hoyong Kim M. Kwon Kangil Kim CLL 213 0 0 26 Sep 2023
Continual Learning with Deep Streaming Regularized Discriminant Analysis Joe Khawand P. Hanappe David Colliaux CLL 84 1 0 15 Sep 2023
VERSE: Virtual-Gradient Aware Streaming Lifelong Learning with Anytime InferenceIEEE International Conference on Robotics and Automation (ICRA), 2023 S. Banerjee Vinay Kumar Verma Avideep Mukherjee Deepak Gupta Vinay P. Namboodiri Piyush Rai CLL 206 5 0 15 Sep 2023
GRASP: A Rehearsal Policy for Efficient Online Continual Learning Md Yousuf Harun Jhair Gallardo Junyu Chen Christopher Kanan CLL 291 13 0 25 Aug 2023
A Fusion of Variational Distribution Priors and Saliency Map Replay for Continual 3D Reconstruction Sanchar Palit S. Biswas 134 0 0 17 Aug 2023
Explainable Lifelong Stream Learning Based on "Glocal" Pairwise Fusion C. K. Loo W. S. Liew S. Wermter CLL 126 1 0 23 Jun 2023
STREAMLINE: Streaming Active Learning for Realistic Multi-Distributional Settings Nathan Beck Suraj Kothawade Pradeep Shenoy Rishabh K. Iyer 135 3 0 18 May 2023
Online Continual Learning Without the Storage Constraint Christian Schroeder de Witt Yong Deng P. Dokania Juil Sock V. Koltun Ozan Sener CLL 339 40 0 16 May 2023
SIESTA: Efficient Online Continual Learning with Sleep Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Ronald Kemker Christopher Kanan CLL 307 26 0 19 Mar 2023
Streaming LifeLong Learning With Any-Time InferenceIEEE International Conference on Robotics and Automation (ICRA), 2023 S. Banerjee Vinay Kumar Verma Vinay P. Namboodiri CLL 183 3 0 27 Jan 2023
Probabilistic Bilevel Coreset SelectionInternational Conference on Machine Learning (ICML), 2023 Xiao Zhou Renjie Pi Weizhong Zhang Yong Lin Tong Zhang NoLa 246 35 0 24 Jan 2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning SystemsNeural Networks (Neural Netw.), 2023 Megan M. Baker Alexander New Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold ... Zifan Xu A. Yanguas-Gil Harel Yedidsion Shangqun Yu Gautam K. Vallabha 119 23 0 18 Jan 2023
Online Class-Incremental Learning For Real-World Food Image ClassificationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 S. Raghavan Jiangpeng He Fengqing Zhu CLL 223 19 0 12 Jan 2023
On the challenges to learn from Natural Data Streams Guido Borghi G. Graffieti Davide Maltoni 123 2 0 09 Jan 2023
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning Vincenzo Lomonaco Lorenzo Pellegrini G. Graffieti Davide Maltoni 167 2 0 06 Jan 2023
Learning Disentangled Label Representations for Multi-label Classification Jian Jia Fei He Naiyu Gao Xiaotang Chen Kaiqi Huang 175 3 0 02 Dec 2022
CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual LearningComputer Vision and Pattern Recognition (CVPR), 2022 James Smith Leonid Karlinsky V. Gutta Paola Cascante-Bonilla Donghyun Kim Assaf Arbelle Yikang Shen Rogerio Feris Z. Kira CLL VPVLM VLM 268 429 0 23 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 140 3 0 09 Nov 2022
Simulation-Based Parallel Training Lucas Meyer Alejandro Ribés Bruno Raffin AI4CE 161 2 0 08 Nov 2022
SparCL: Sparse Continual Learning on the EdgeNeural Information Processing Systems (NeurIPS), 2022 Zifeng Wang Zheng Zhan Yifan Gong Geng Yuan Wei Niu T. Jian Bin Ren Stratis Ioannidis Yanzhi Wang Jennifer Dy CLL 200 72 0 20 Sep 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning Marcus Klasson Hedvig Kjellström Chen Zhang CLL 223 9 0 18 Sep 2022
Enabling Weakly-Supervised Temporal Action Localization from On-Device Learning of the Video StreamIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2022 Yue Tang Yawen Wu Peipei Zhou Jingtong Hu 105 2 0 25 Aug 2022
Reactive Exploration to Cope with Non-Stationarity in Lifelong Reinforcement Learning C. Steinparz Thomas Schmied Fabian Paischer Marius-Constantin Dinu Vihang Patil Angela Bitto-Nemling Hamid Eghbalzadeh Sepp Hochreiter CLL 212 16 0 12 Jul 2022
Sample Condensation in Online Continual LearningIEEE International Joint Conference on Neural Network (IJCNN), 2022 Mattia Sangermano Antonio Carta Andrea Cossu D. Bacciu DD 229 46 0 23 Jun 2022
Continual evaluation for lifelong learning: Identifying the stability gapInternational Conference on Learning Representations (ICLR), 2022 Matthias De Lange Gido M. van de Ven Tinne Tuytelaars CLL 332 48 0 26 May 2022
Continual Learning for Visual Search with Backward Consistent Feature EmbeddingComputer Vision and Pattern Recognition (CVPR), 2022 Timmy S. T. Wan Jun-Cheng Chen Tzer-Yi Wu Chu-Song Chen CLL VLM 146 25 0 26 May 2022
Memory-efficient Reinforcement Learning with Value-based Knowledge Consolidation Qingfeng Lan Yangchen Pan Jun Luo A. R. Mahmood OffRL 367 9 0 22 May 2022
Incremental Learning with Differentiable Architecture and Forgetting SearchIEEE International Joint Conference on Neural Network (IJCNN), 2022 James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 139 4 0 19 May 2022
Continual Learning with Foundation Models: An Empirical Study of Latent Replay O. Ostapenko Timothée Lesort P. Rodríguez Md Rifat Arefin Arthur Douillard Irina Rish Laurent Charlin 414 65 0 30 Apr 2022
CNLL: A Semi-supervised Approach For Continual Noisy Label Learning Nazmul Karim Umar Khalid Ashkan Esmaeili Nazanin Rahnavard NoLa CLL 130 20 0 21 Apr 2022
DualPrompt: Complementary Prompting for Rehearsal-free Continual LearningEuropean Conference on Computer Vision (ECCV), 2022 Zifeng Wang Zizhao Zhang Sayna Ebrahimi Ruoxi Sun Han Zhang ... Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VLM VPVLM 286 660 0 10 Apr 2022
Re-examining Distillation For Continual Object DetectionBritish Machine Vision Conference (BMVC), 2022 Eli Verwimp Kuo Yang Sarah Parisot Hong Lanqing Jingyu Sun Eduardo Pérez-Pellitero Matthias De Lange Tinne Tuytelaars VLM 196 7 0 04 Apr 2022