% Key papers for Plasticity-preserving continual reinforcement learning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{cvpr2022_towards_20035,
  title = {{Towards Better Plasticity-Stability Trade-Off in Incremental Learning: A Simple Linear Connector}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2022},
}

@inproceedings{neurips2021_continual_61363,
  title = {{Continual World: A Robotic Benchmark For Continual Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/28305},
}

@inproceedings{aaai2016_continual_105387,
  title = {{Continual Planning in Golog}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2016},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/10414},
}

@inproceedings{icml2019_policy_37658,
  title = {{Policy Consolidation for Continual Reinforcement Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2019},
  url = {https://icml.cc/virtual/2019/poster/4148},
}

@inproceedings{neurips2021_natural_62389,
  title = {{Natural continual learning: success is a journey, not (just) a destination}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/27636},
}

@inproceedings{iclr2023_building_32659,
  title = {{Building a Subspace of Policies for Scalable Continual Learning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2023},
  url = {https://iclr.cc/virtual/2023/poster/11279},
}

@inproceedings{neurips2022_continual_64540,
  title = {{Continual Learning In Environments With Polynomial Mixing Times}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/53140},
}

@inproceedings{neurips2023_coom_69594,
  title = {{COOM: A Game Benchmark for Continual Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/73450},
}

@inproceedings{neurips2024_parseval_72144,
  title = {{Parseval Regularization for Continual Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95192},
}

@inproceedings{aaai2024_continual_5488,
  title = {{Continual Learning in an Open and Dynamic World}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30282},
}

@inproceedings{icml2023_continual_42010,
  title = {{Continual Task Allocation in Meta-Policy Network via Sparse Prompting}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2023},
  url = {https://icml.cc/virtual/2023/poster/24080},
}

@inproceedings{neurips2022_disentangling_66048,
  title = {{Disentangling Transfer in Continual Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/52882},
}

@inproceedings{neurips2023_rewiring_69710,
  title = {{Rewiring Neurons in Non-Stationary Environments}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/70227},
}

@inproceedings{aaai2024_multi_6713,
  title = {{Multi-world Model in Continual Reinforcement Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30555},
}

@inproceedings{iclr2018_modular_28692,
  title = {{Modular Continual Learning in a Unified Visual Environment}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2018},
  url = {https://iclr.cc/virtual/2018/poster/165},
}

@inproceedings{icml2024_self_44980,
  title = {{Self-Composing Policies for Scalable Continual Reinforcement Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/33472},
}

@inproceedings{icml2025_knowledge_46578,
  title = {{Knowledge Retention in Continual Model-Based Reinforcement Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/45991},
}

@inproceedings{icml2025_mitigating_46641,
  title = {{Mitigating Plasticity Loss in Continual Reinforcement Learning by Reducing Churn}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/45929},
}

@inproceedings{icml2026_balancing_52088,
  title = {{Balancing Plasticity and Stability with Fast and Slow Successor Features}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=SbOzVVh3kr},
}

@inproceedings{icml2026_ce_52100,
  title = {{CE\$^4\$L: Continual Ego, Exo, and Ego-Exo Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=Shb4ltB3J2},
}

@inproceedings{icml2026_sphere_53661,
  title = {{SPHERE: Mitigating the Loss of Spectral Plasticity in Mixture-of-Experts for Deep Reinforcement Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=hXyv6xeHkO},
}

@inproceedings{neurips2025_tackling_76563,
  title = {{Tackling Continual Offline RL through Selective Weights Activation on Aligned Spaces}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=KfRfTAJpjh},
}

@inproceedings{neurips2025_continual_77090,
  title = {{Continual Knowledge Adaptation for Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=QRlVickNdN},
}

@inproceedings{neurips2025_c_77324,
  title = {{C-NAV: Towards Self-Evolving Continual Object Navigation in Open World}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=SbfdxWibDn},
}

@inproceedings{iclr2025_skill_81490,
  title = {{Skill Expansion and Composition in Parameter Space}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/30286},
}

@inproceedings{iclr2026_the_84663,
  title = {{The Rank and Gradient Lost in Non-stationarity: Sample Weight Decay for Mitigating Plasticity Loss in Reinforcement Learning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=5DpzzTPnJZ},
}

@inproceedings{iclr2026_lifelong_86421,
  title = {{Lifelong Embodied Navigation Learning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=PaYo96rjij},
}

@inproceedings{iclr2026_concur_87846,
  title = {{CONCUR: A Framework for Continual Constrained and Unconstrained Routing}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=gCUY6QIv8r},
}

@inproceedings{iclr2026_principled_88351,
  title = {{Principled Fast and Meta Knowledge Learners for Continual Reinforcement Learning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=loNTDX3wTn},
}

@inproceedings{neurips2026_continual_91638,
  title = {{Continual Learning in Modern Hopfield Networks with an Application to Diffusion Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/152180},
}

@inproceedings{neurips2026_learning_91909,
  title = {{Learning to Continually Learn via Meta-learning Agentic Memory Designs}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/149494},
}

@inproceedings{neurips2026_autonomous_94957,
  title = {{Autonomous Continual Learning for Environment Adaptation of Computer-Use Agents}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/154225},
}