% Key papers for Data-efficient and robust self-supervision (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{icml2021_barlow_39081,
  title = {{Barlow Twins: Self-Supervised Learning via Redundancy Reduction}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2021},
  url = {https://icml.cc/virtual/2021/poster/10299},
}

@inproceedings{cvpr2023_benchmarking_20456,
  title = {{Benchmarking Self-Supervised Learning on Diverse Pathology Datasets}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2023},
  url = {https://cvpr.thecvf.com/virtual/2023/poster/21504},
}

@inproceedings{cvpr2021_pareto_17578,
  title = {{Pareto Self-Supervised Training for Few-Shot Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2021},
}

@inproceedings{cvpr2023_siamese_22201,
  title = {{Siamese Image Modeling for Self-Supervised Vision Representation Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2023},
  url = {https://cvpr.thecvf.com/virtual/2023/poster/22464},
}

@inproceedings{iclr2022_self_30854,
  title = {{Self-supervised Learning is More Robust to Dataset Imbalance}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2022},
  url = {https://iclr.cc/virtual/2022/poster/6413},
}

@inproceedings{cvpr2021_casting_16674,
  title = {{CASTing Your Model: Learning To Localize Improves Self-Supervised Representations}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2021},
}

@inproceedings{cvpr2024_transcriptomics_25082,
  title = {{Transcriptomics-guided Slide Representation Learning in Computational Pathology}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/29405},
}

@inproceedings{neurips2021_ressl_61717,
  title = {{ReSSL: Relational Self-Supervised Learning with Weak Augmentation}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/27409},
}

@inproceedings{neurips2020_self_60804,
  title = {{Self-Supervised Relational Reasoning for Representation Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2020},
  url = {https://nips.cc/virtual/2020/poster/17325},
}

@inproceedings{aaai2023_espt_3529,
  title = {{ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/26148},
}

@inproceedings{cvpr2022_leverage_19247,
  title = {{Leverage Your Local and Global Representations: A New Self-Supervised Learning Strategy}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2022},
}

@inproceedings{neurips2020_compress_59554,
  title = {{CompRess: Self-Supervised Learning by Compressing Representations}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2020},
  url = {https://nips.cc/virtual/2020/poster/18875},
}

@inproceedings{neurips2022_contrastive_65758,
  title = {{Contrastive and Non-Contrastive Self-Supervised Learning Recover Global and Local Spectral Embedding Methods}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/53232},
}

@inproceedings{neurips2021_self_61174,
  title = {{Self-Supervised Learning with Kernel Dependence Maximization}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/26689},
}

@inproceedings{iclr2023_simper_32273,
  title = {{SimPer: Simple Self-Supervised Learning of Periodic Targets}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2023},
  url = {https://iclr.cc/virtual/2023/poster/11414},
}

@inproceedings{aaai2022_insclr_2254,
  title = {{InsCLR: Improving Instance Retrieval with Self-Supervision}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/00516-insclr-improving-instance-retrieval-with-self-supervision/},
}

@inproceedings{neurips2022_self_65942,
  title = {{Self-Supervised Learning via Maximum Entropy Coding}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/55156},
}

@inproceedings{cvpr2025_unsupervised_28028,
  title = {{Unsupervised Foundation Model-Agnostic Slide-Level Representation Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33534},
}

@inproceedings{icml2023_rankme_42904,
  title = {{RankMe: Assessing the Downstream Performance of Pretrained Self-Supervised Representations by Their Rank}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2023},
  url = {https://icml.cc/virtual/2023/poster/24011},
}

@inproceedings{aaai2023_joint_3941,
  title = {{Joint Self-Supervised Image-Volume Representation Learning with Intra-inter Contrastive Clustering}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/26687},
}

@inproceedings{neurips2024_preventing_72660,
  title = {{Preventing Dimensional Collapse in Self-Supervised Learning via Orthogonality Regularization}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94724},
}

@inproceedings{aaai2024_measuring_6617,
  title = {{Measuring Self-Supervised Representation Quality for Downstream Classification Using Discriminative Features}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29201},
}

@inproceedings{aaai2024_self_7296,
  title = {{Self-Supervised Representation Learning with Meta Comprehensive Regularization}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/27966},
}

@inproceedings{neurips2025_joint_77488,
  title = {{Joint‑Embedding vs Reconstruction: Provable Benefits of Latent Space Prediction for Self‑Supervised Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=UOaLsgn5wb},
}

@inproceedings{iclr2024_self_33986,
  title = {{Self-supervised Representation Learning from Random Data Projectors}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/19089},
}

@inproceedings{iclr2024_memorization_34172,
  title = {{Memorization in Self-Supervised Learning Improves Downstream Generalization}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18903},
}

@inproceedings{neurips2024_understanding_71856,
  title = {{Understanding the Role of Equivariance in Self-supervised Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95444},
}

@inproceedings{neurips2024_resource_71954,
  title = {{Resource-Aware Federated Self-Supervised Learning with Global Class Representations}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95354},
}

@inproceedings{aaai2025_representation_10520,
  title = {{Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33265},
}

@inproceedings{neurips2025_adv_78006,
  title = {{Adv-SSL: Adversarial Self-Supervised Representation Learning with Theoretical Guarantees}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=a8mYhA3Fz8},
}

@inproceedings{iclr2024_towards_35361,
  title = {{Towards domain-invariant Self-Supervised Learning with Batch Styles Standardization}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/17712},
}

@inproceedings{icml2024_matrix_45715,
  title = {{Matrix Information Theory for Self-Supervised Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/32737},
}

@inproceedings{neurips2025_hybrid_79051,
  title = {{Hybrid Autoencoders for Tabular Data: Leveraging Model-Based Augmentation in Low-Label Settings}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=l5N0P1UJKP},
}

@inproceedings{iclr2025_t_83011,
  title = {{T-JEPA: Augmentation-Free Self-Supervised Learning for Tabular Data}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/28793},
}

@inproceedings{aaai2026_self_107497,
  title = {{Self-Supervised Learning Based on Transformed Image Reconstruction for Equivariance-Coherent Feature Representation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/39849},
}

@inproceedings{aaai2025_parallel_10266,
  title = {{Parallel-Learning of Invariant and Tempo-variant Attributes of Single-Lead Cardiac Signals: PLITA}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33693},
}

@inproceedings{iclr2024_modulate_34497,
  title = {{Modulate Your Spectrum in Self-Supervised Learning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18577},
}

@inproceedings{iclr2024_self_34959,
  title = {{Self-Supervised Dataset Distillation for Transfer Learning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18115},
}