% Key papers for Memory-based and Bayesian online learning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{iclr2018_variational_28446, title = {{Variational Continual Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2018}, url = {https://iclr.cc/virtual/2018/poster/199}, } @inproceedings{neurips2018_online_57479, title = {{Online Structured Laplace Approximations for Overcoming Catastrophic Forgetting}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11373}, } @inproceedings{iclr2019_deep_28987, title = {{Deep Online Learning Via Meta-Learning: Continual Adaptation for Model-Based RL}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/1078}, } @inproceedings{iclr2019_learning_28742, title = {{Learning to Learn without Forgetting by Maximizing Transfer and Minimizing Interference}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/1085}, } @inproceedings{neurips2020_coresets_59608, title = {{Coresets via Bilevel Optimization for Continual Learning and Streaming}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17081}, } @inproceedings{neurips2020_online_60510, title = {{Online Fast Adaptation and Knowledge Accumulation (OSAKA): a New Approach to Continual Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/16997}, } @inproceedings{neurips2017_streaming_56695, title = {{Streaming Sparse Gaussian Process Approximations}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9114}, } @inproceedings{cvpr2020_online_15987, title = {{Online Depth Learning Against Forgetting in Monocular Videos}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{iclr2022_learning_31788, title = {{Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6559}, } @inproceedings{cvpr2022_vclimb_20249, title = {{vCLIMB: A Novel Video Class Incremental Learning Benchmark}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{iclr2020_continual_29648, title = {{Continual Learning with Bayesian Neural Networks for Non-Stationary Data}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=SJlsFpVtDB}, } @inproceedings{icml2020_online_38571, title = {{Online Learned Continual Compression with Adaptive Quantization Modules}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/6338}, } @inproceedings{aaai2022_adaptive_1711, title = {{Adaptive Orthogonal Projection for Batch and Online Continual Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/06783-adaptive-orthogonal-projection-for-batch-and-online-continual-learning/}, } @inproceedings{cvpr2024_adaptive_22731, title = {{Adaptive VIO: Deep Visual-Inertial Odometry with Online Continual Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30575}, } @inproceedings{neurips2020_mitigating_60326, title = {{Mitigating Forgetting in Online Continual Learning via Instance-Aware Parameterization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18836}, } @inproceedings{iclr2022_continual_31811, title = {{Continual Normalization: Rethinking Batch Normalization for Online Continual Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/5912}, } @inproceedings{neurips2022_task_65053, title = {{Task-Free Continual Learning via Online Discrepancy Distance Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/53112}, } @inproceedings{neurips2020_look_60271, title = {{Look-ahead Meta Learning for Continual Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18934}, } @inproceedings{iclr2021_generalized_30429, title = {{Generalized Variational Continual Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/3146}, } @inproceedings{iclr2021_wandering_30627, title = {{Wandering within a world: Online contextualized few-shot learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/2534}, } @inproceedings{cvpr2024_learning_23957, title = {{Learning Equi-angular Representations for Online Continual Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30714}, } @inproceedings{cvpr2024_online_24364, title = {{Online Task-Free Continual Generative and Discriminative Learning via Dynamic Cluster Memory}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30764}, } @inproceedings{cvpr2024_continual_23031, title = {{Continual Learning for Motion Prediction Model via Meta-Representation Learning and Optimal Memory Buffer Retention Strategy}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30406}, } @inproceedings{aaai2024_learning_6480, title = {{Learning Representations on the Unit Sphere: Investigating Angular Gaussian and Von Mises-Fisher Distributions for Online Continual Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29348}, } @inproceedings{cvpr2024_dual_23284, title = {{Dual-Enhanced Coreset Selection with Class-wise Collaboration for Online Blurry Class Incremental Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30173}, } @inproceedings{aaai2024_adaptive_5136, title = {{Adaptive Shortcut Debiasing for Online Continual Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29211}, } @inproceedings{neurips2024_randumb_72319, title = {{RanDumb: Random Representations Outperform Online Continually Learned Representations}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95027}, } @inproceedings{cvpr2025_online_27148, title = {{Online Task-Free Continual Learning via Dynamic Expansionable Memory Distribution}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33725}, } @inproceedings{neurips2025_dynamic_76684, title = {{Dynamic Siamese Expansion Framework for Improving Robustness in Online Continual Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=M1OqlaNrw7}, } @inproceedings{neurips2025_online_77202, title = {{Online Functional Tensor Decomposition via Continual Learning for Streaming Data Completion}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=RPuTB28HsK}, } @inproceedings{aaai2025_continual_8525, title = {{Continual Unsupervised Generative Modelling via Online Optimal Transport}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34362}, } @inproceedings{aaai2025_lifelong_9789, title = {{Lifelong Scalable Generative System via Online Maximum Mean Discrepancy}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34364}, } @inproceedings{cvpr2025_ferret_26253, title = {{Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32744}, } @inproceedings{iclr2024_kalman_34694, title = {{Kalman Filter for Online Classification of Non-Stationary Data}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18380}, } @inproceedings{iclr2024_locality_34998, title = {{Locality Sensitive Sparse Encoding for Learning World Models Online}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18076}, } @inproceedings{icml2025_online_48040, title = {{Online Curvature-Aware Replay: Leveraging \$mathbf2^nd\$ Order Information for Online Continual Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44567}, } @inproceedings{icml2026_active_52064, title = {{Active Continual Learning with Metaplastic Binary Bayesian Neural Networks}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=SPZd0HVyiS}, } @inproceedings{neurips2025_compact_77761, title = {{Compact Memory for Continual Logistic Regression}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=XLa5Puhqzg}, } @inproceedings{iclr2025_federated_82906, title = {{Federated Continual Learning Goes Online: Uncertainty-Aware Memory Management for Vision Tasks and Beyond}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28896}, }