% Key papers for Conformal prediction sets (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{neurips2019_conformalized_58029, title = {{Conformalized Quantile Regression}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/13524}, } @inproceedings{iclr2024_conformal_33546, title = {{Conformal Risk Control}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19529}, } @inproceedings{iclr2022_learning_31760, title = {{Learning Optimal Conformal Classifiers}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6836}, } @inproceedings{cvpr2016_conformal_11440, title = {{Conformal Surface Alignment With Optimal Mobius Search}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{icml2024_conformal_43422, title = {{Conformal Prediction Sets Improve Human Decision Making}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/35030}, } @inproceedings{neurips2022_practical_64884, title = {{Practical Adversarial Multivalid Conformal Prediction}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54875}, } @inproceedings{aaai2025_conformal_8502, title = {{Conformal Thresholded Intervals for Efficient Regression}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34115}, } @inproceedings{aaai2024_conformal_5467, title = {{Conformal Autoregressive Generation: Beam Search with Coverage Guarantees}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29062}, } @inproceedings{neurips2024_length_71171, title = {{Length Optimization in Conformal Prediction}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96056}, } @inproceedings{aaai2023_approximating_3120, title = {{Approximating Full Conformal Prediction at Scale via Influence Functions}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25814}, } @inproceedings{icml2021_exact_39312, title = {{Exact Optimization of Conformal Predictors via Incremental and Decremental Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2021}, url = {https://icml.cc/virtual/2021/poster/9681}, } @inproceedings{icml2022_conformal_40349, title = {{Conformal Prediction Sets with Limited False Positives}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2022}, url = {https://icml.cc/virtual/2022/poster/17299}, } @inproceedings{icml2022_stable_41199, title = {{Stable Conformal Prediction Sets}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2022}, url = {https://icml.cc/virtual/2022/poster/16841}, } @inproceedings{neurips2019_computing_58022, title = {{Computing Full Conformal Prediction Set with Approximate Homotopy}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/13357}, } @inproceedings{iclr2024_non_35035, title = {{Non-Exchangeable Conformal Risk Control}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18039}, } @inproceedings{icml2024_conformal_44678, title = {{Conformal Prediction with Learned Features}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33774}, } @inproceedings{iclr2022_efficient_31104, title = {{Efficient and Differentiable Conformal Prediction with General Function Classes}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6067}, } @inproceedings{iclr2023_batch_32260, title = {{Batch Multivalid Conformal Prediction}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11605}, } @inproceedings{icml2021_t_39998, title = {{T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2021}, url = {https://icml.cc/virtual/2021/poster/10303}, } @inproceedings{icml2023_conformal_41768, title = {{Conformal Prediction with Missing Values}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/23530}, } @inproceedings{icml2024_online_43350, title = {{Online conformal prediction with decaying step sizes}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/35102}, } @inproceedings{icml2025_robust_48770, title = {{Robust Conformal Outlier Detection under Contaminated Reference Data}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43852}, } @inproceedings{icml2026_conditional_55106, title = {{Conditional Coverage Diagnostics for Conformal Prediction}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=vaApZm6MKM}, } @inproceedings{iclr2025_conformal_80609, title = {{Conformal Structured Prediction}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/31156}, } @inproceedings{iclr2025_leave_81230, title = {{Leave-One-Out Stable Conformal Prediction}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30540}, } @inproceedings{iclr2025_conformal_82931, title = {{Conformal Prediction Sets Can Cause Disparate Impact}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28872}, } @inproceedings{iclr2025_a_84055, title = {{A Generic Framework for Conformal Fairness}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/27770}, } @inproceedings{aaai2026_fast_106942, title = {{Fast Conformal Prediction Using Conditional Interquantile Intervals}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/39294}, } @inproceedings{aaai2026_quantifying_107018, title = {{Quantifying and Improving Adaptivity in Conformal Prediction Through Input Transformations}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/39370}, } @inproceedings{iclr2024_conformal_35399, title = {{Conformal Prediction via Regression-as-Classification}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17674}, } @inproceedings{icml2024_conformal_44969, title = {{Conformal Predictions under Markovian Data}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33483}, } @inproceedings{icml2025_a_46720, title = {{A Unified Comparative Study with Generalized Conformity Scores for Multi-Output Conformal Regression}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45852}, } @inproceedings{icml2025_false_46783, title = {{False Coverage Proportion Control for Conformal Prediction}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45792}, }