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Real-Time Evaluation in Online Continual Learning: A New Hope

Computer Vision and Pattern Recognition (CVPR), 2023

2 February 2023

Christian Schroeder de Witt

Papers citing "Real-Time Evaluation in Online Continual Learning: A New Hope"

34 / 34 papers shown

Title
Forget Less, Retain More: A Lightweight Regularizer for Rehearsal-Based Continual Learning Lama Alssum Hasan Hammoud Motasem Alfarra Juan Carlos León Alcázar Bernard Ghanem CLL VLM 118 0 0 01 Dec 2025
Activation Function Design Sustains Plasticity in Continual Learning Lute Lillo Nick Cheney CLL 101 0 0 26 Sep 2025
EvoEmpirBench: Dynamic Spatial Reasoning with Agent-ExpVer Pukun Zhao Longxiang Wang Miaowei Wang Chen Chen Fanqing Zhou Haojian Huang 160 0 0 16 Sep 2025
Multi-level Collaborative Distillation Meets Global Workspace Model: A Unified Framework for OCIL Shibin Su Guoqiang Liang De Cheng Shizhou Zhang Lingyan Ran Yanning Zhang CLL 120 0 0 12 Aug 2025
Toward Long-Tailed Online Anomaly Detection through Class-Agnostic Concepts Chiao-An Yang Kuan-Chuan Peng Raymond A. Yeh 113 0 0 22 Jul 2025
Emergent Abilities of Large Language Models under Continued Pretraining for Language AdaptationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Ahmed Elhady Eneko Agirre Mikel Artetxe CLL KELM ELM 252 2 0 30 May 2025
OASIS: Online Sample Selection for Continual Visual Instruction Tuning Minjae Lee Minhyuk Seo Tingyu Qu Tinne Tuytelaars Jonghyun Choi VLM 244 2 0 27 May 2025
Efficient Continual Learning through Frequency Decomposition and Integration Ruiqi Liu Boyu Diao Libo Huang Hangda Liu Chuanguang Yang Zhulin An Yongjun Xu CLL 221 1 0 28 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 250 1 0 15 Mar 2025
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based SamplingInternational Conference on Learning Representations (ICLR), 2024 Minhyuk Seo Hyunseo Koh Jonghyun Choi 333 7 0 19 Oct 2024
Feedback Favors the Generalization of Neural ODEsInternational Conference on Learning Representations (ICLR), 2024 Jindou Jia Zihan Yang Meng Wang Kexin Guo Jianfei Yang Xiang Yu Lei Guo OOD AI4CE 403 3 0 14 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 313 6 0 28 Sep 2024
Patch-Based Contrastive Learning and Memory Consolidation for Online Unsupervised Continual Learning Cameron Taylor Vassilis Vassiliades C. Dovrolis CLL 320 1 0 24 Sep 2024
Dual-CBA: Improving Online Continual Learning via Dual Continual Bias Adaptors from a Bi-level Optimization Perspective Quanziang Wang Renzhen Wang Yichen Wu Xixi Jia Minghao Zhou Deyu Meng 228 1 0 26 Aug 2024
SRTFD: Scalable Real-Time Fault Diagnosis through Online Continual Learning Dandan Zhao Karthick Sharma Hongpeng Yin Yuxin Qi Shuhao Zhang AI4CE 219 1 0 11 Aug 2024
An Effective Dynamic Gradient Calibration Method for Continual Learning Weichen Lin Jiaxiang Chen Ru Huang Huihua Ding CLL 240 2 0 30 Jul 2024
Realistic Evaluation of Test-Time Adaptation Algorithms: Unsupervised Hyperparameter Selection Sebastian Cygert Damian Sójka Tomasz Trzciñski Bartlomiej Twardowski 243 0 0 19 Jul 2024
ER-FSL: Experience Replay with Feature Subspace Learning for Online Continual Learning Huiwei Lin CLL 246 0 0 17 Jul 2024
Towards Realistic Incremental Scenario in Class Incremental Semantic Segmentation Jihwan Kwak Sungmin Cha Taesup Moon CLL 246 0 0 16 May 2024
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation Wenxuan Zhang Youssef Mohamed Guohao Li Juil Sock Adel Bibi Mohamed Elhoseiny CLL 271 6 0 19 Apr 2024
Adaptive Memory Replay for Continual Learning James Seale Smith Lazar Valkov Shaunak Halbe V. Gutta Rogerio Feris Z. Kira Leonid Karlinsky 167 15 0 18 Apr 2024
DaCapo: Accelerating Continuous Learning in Autonomous Systems for Video Analytics Yoonsung Kim Changhun Oh Jinwoo Hwang Wonung Kim Seongryong Oh Yubin Lee Hardik Sharma Amir Yazdanbakhsh Jongse Park 391 15 0 21 Mar 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 328 12 0 16 Mar 2024
One-stage Prompt-based Continual Learning Youngeun Kim Yuhang Li Priyadarshini Panda VLM CLL 154 15 0 25 Feb 2024
Is Continual Learning Ready for Real-world Challenges? Theodora Kontogianni Yuanwen Yue Siyu Tang Konrad Schindler CLL 260 5 0 15 Feb 2024
Label Delay in Online Continual LearningNeural Information Processing Systems (NeurIPS), 2023 Botos Csaba Wenxuan Zhang Matthias Muller Ser-Nam Lim Mohamed Elhoseiny Juil Sock Adel Bibi CLL 167 3 0 01 Dec 2023
Continual Learning: Applications and the Road Forward Eli Verwimp Rahaf Aljundi Shai Ben-David Matthias Bethge Andrea Cossu ... Joost van de Weijer Bing Liu Vincenzo Lomonaco Tinne Tuytelaars Gido M. van de Ven CLL 316 59 0 20 Nov 2023
Online Continual Knowledge Learning for Language Models Yuhao Wu Tongjun Shi Karthick Sharma Chun Seah Shuhao Zhang CLL KELM 200 5 0 16 Nov 2023
On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision Transformers Thomas De Min Goran Frehse Alahari Karteek Xavier Alameda-Pineda Elisa Ricci CLL 127 14 0 18 Aug 2023
Summarizing Stream Data for Memory-Constrained Online Continual LearningAAAI Conference on Artificial Intelligence (AAAI), 2023 Jianyang Gu Kai Wang Wei Jiang Yang You DD 245 21 0 26 May 2023
Online Distillation with Continual Learning for Cyclic Domain Shifts Joachim Houyon A. Cioppa Yasir Ghunaim Motasem Alfarra Anaïs Halin Maxim Henry Guohao Li Marc Van Droogenbroeck CLL 136 8 0 03 Apr 2023
From MNIST to ImageNet and Back: Benchmarking Continual Curriculum LearningMachine-mediated learning (ML), 2023 Kamil Faber Dominik Zurek Marcin Pietroñ Nathalie Japkowicz Antonio Vergari Roberto Corizzo CLL 126 13 0 16 Mar 2023
Lifelong Continual Learning for Anomaly Detection: New Challenges, Perspectives, and InsightsIEEE Access (IEEE Access), 2023 Kamil Faber Roberto Corizzo B. Sniezynski Nathalie Japkowicz 158 14 0 14 Mar 2023
SimCS: Simulation for Domain Incremental Online Continual SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2022 Motasem Alfarra Yong Deng Adel Bibi Guohao Li Matthias Müller CLL 217 4 0 29 Nov 2022