% Key papers for Theoretical analysis of forgetting (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{icml2017_continual_36113, title = {{Continual Learning Through Synaptic Intelligence}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2017}, url = {https://icml.cc/virtual/2017/poster/598}, } @inproceedings{neurips2017_gradient_56348, title = {{Gradient Episodic Memory for Continual Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9416}, } @inproceedings{icml2018_overcoming_36911, title = {{Overcoming Catastrophic Forgetting with Hard Attention to the Task}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2018}, url = {https://icml.cc/virtual/2018/poster/2155}, } @inproceedings{cvpr2019_learning_14453, title = {{Learning to Remember: A Synaptic Plasticity Driven Framework for Continual Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{neurips2017_overcoming_56559, title = {{Overcoming Catastrophic Forgetting by Incremental Moment Matching}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9242}, } @inproceedings{neurips2017_continual_56212, title = {{Continual Learning with Deep Generative Replay}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9084}, } @inproceedings{neurips2018_reinforced_57561, title = {{Reinforced Continual Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11111}, } @inproceedings{cvpr2021_on_17532, title = {{On Learning the Geodesic Path for Incremental Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{neurips2020_understanding_61042, title = {{Understanding the Role of Training Regimes in Continual Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18513}, } @inproceedings{iclr2019_overcoming_29204, title = {{Overcoming Catastrophic Forgetting for Continual Learning via Model Adaptation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/914}, } @inproceedings{iclr2018_overcoming_28411, title = {{Overcoming Catastrophic Interference using Conceptor-Aided Backpropagation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2018}, url = {https://iclr.cc/virtual/2018/poster/233}, } @inproceedings{neurips2021_dualnet_62775, title = {{DualNet: Continual Learning, Fast and Slow}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27646}, } @inproceedings{neurips2020_continual_59584, title = {{Continual Deep Learning by Functional Regularisation of Memorable Past}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17664}, } @inproceedings{neurips2020_continual_59587, title = {{Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18374}, } @inproceedings{cvpr2022_probing_19620, title = {{Probing Representation Forgetting in Supervised and Unsupervised Continual Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{neurips2020_organizing_60550, title = {{Organizing recurrent network dynamics by task-computation to enable continual learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18775}, } @inproceedings{cvpr2023_achieving_20338, title = {{Achieving a Better Stability-Plasticity Trade-Off via Auxiliary Networks in Continual Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21814}, } @inproceedings{iclr2021_remembering_30688, title = {{Remembering for the Right Reasons: Explanations Reduce Catastrophic Forgetting}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/2950}, } @inproceedings{iclr2021_linear_30143, title = {{Linear Mode Connectivity in Multitask and Continual Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/2876}, } @inproceedings{aaai2018_active_102438, title = {{Active Lifelong Learning With "Watchdog"}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11705}, } @inproceedings{aaai2025_rethinking_10541, title = {{Rethinking and Improving Student Learning and Forgetting Processes for Attention based Knowledge Tracing Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34998}, } @inproceedings{iclr2024_divide_35428, title = {{Divide and not forget: Ensemble of selectively trained experts in Continual Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17645}, } @inproceedings{cvpr2024_brainwash_22875, title = {{BrainWash: A Poisoning Attack to Forget in Continual Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29397}, } @inproceedings{neurips2024_make_71151, title = {{Make Continual Learning Stronger via C-Flat}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96074}, } @inproceedings{aaai2024_towards_7584, title = {{Towards Continual Learning Desiderata via HSIC-Bottleneck Orthogonalization and Equiangular Embedding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29249}, } @inproceedings{aaai2025_exploring_9077, title = {{Exploring Rationale Learning for Continual Graph Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34263}, } @inproceedings{iclr2025_optimal_83639, title = {{Optimal Protocols for Continual Learning via Statistical Physics and Control Theory}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28178}, } @inproceedings{aaai2024_recall_7073, title = {{Recall-Oriented Continual Learning with Generative Adversarial Meta-Model}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29202}, } @inproceedings{aaai2025_pareto_10269, title = {{Pareto Continual Learning: Preference-Conditioned Learning and Adaption for Dynamic Stability-Plasticity Trade-off}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33981}, } @inproceedings{neurips2024_predictive_73709, title = {{Predictive Attractor Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93788}, } @inproceedings{aaai2025_kolmogorov_9658, title = {{Kolmogorov-Arnold Networks Still Catastrophically Forget but Differently from MLP}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33986}, } @inproceedings{cvpr2025_do_25984, title = {{Do Your Best and Get Enough Rest for Continual Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34881}, } @inproceedings{iclr2024_addressing_35417, title = {{Addressing Loss of Plasticity and Catastrophic Forgetting in Continual Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17656}, } @inproceedings{iclr2024_the_35482, title = {{The Joint Effect of Task Similarity and Overparameterization on Catastrophic Forgetting — An Analytical Model}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17591}, } @inproceedings{icml2024_understanding_43596, title = {{Understanding Forgetting in Continual Learning with Linear Regression}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34856}, } @inproceedings{icml2024_learning_44037, title = {{Learning to Continually Learn with the Bayesian Principle}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34415}, } @inproceedings{icml2024_on_44171, title = {{On the Diminishing Returns of Width for Continual Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34281}, } @inproceedings{icml2025_optimal_45889, title = {{Optimal Task Order for Continual Learning of Multiple Tasks}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46654}, } @inproceedings{icml2025_where_48048, title = {{Where is the Truth? The Risk of Getting Confounded in a Continual World}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44559}, } @inproceedings{icml2025_predicting_48789, title = {{Predicting the Susceptibility of Examples to Catastrophic Forgetting}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43833}, }