Conformal Prediction: A Gentle Introduction AN Angelopoulos, S Bates Foundations and Trends® in Machine Learning 16 (4), 494-591, 2023 | 540* | 2023 |
Uncertainty sets for image classifiers using conformal prediction A Angelopoulos*, S Bates*, J Malik, MI Jordan International Conference on Learning Representations, 2020 | 240 | 2020 |
Distribution-free, risk-controlling prediction sets S Bates*, A Angelopoulos*, L Lei*, J Malik, MI Jordan Journal of the ACM 68 (6), 2021 | 179 | 2021 |
Learn then test: Calibrating predictive algorithms to achieve risk control AN Angelopoulos, S Bates, EJ Candès, MI Jordan, L Lei arXiv preprint arXiv:2110.01052, 2021 | 98 | 2021 |
Event-based, near-eye gaze tracking beyond 10,000 Hz AN Angelopoulos*, JNP Martel*, APS Kohli, J Conradt, G Wetzstein IEEE Transactions on Visualization and Computer Graphics, 2020 | 85 | 2020 |
Conformal risk control AN Angelopoulos, S Bates, A Fisch, L Lei, T Schuster International Conference on Learning Representations, 2024 | 78 | 2024 |
Gaze-contingent ocular parallax rendering for virtual reality R Konrad, A Angelopoulos, G Wetzstein ACM Transactions on Graphics (TOG) 39 (2), 1-12, 2020 | 77 | 2020 |
On identifying and mitigating bias in the estimation of the COVID-19 case fatality rate AN Angelopoulos, R Pathak, R Varma, MI Jordan Harvard Data Science Review, 2020 | 74 | 2020 |
Image-to-image regression with distribution-free uncertainty quantification and applications in imaging AN Angelopoulos*, AP Kohli*, S Bates, MI Jordan, J Malik, T Alshaabi, ... Proceedings of the 39th International Conference on Machine Learning, 717-730, 2022 | 73 | 2022 |
Prediction-powered inference AN Angelopoulos*, S Bates*, C Fannjiang*, MI Jordan*, T Zrnic* Science 382 (6671), 669-674, 2023 | 63 | 2023 |
Conformal prediction under feedback covariate shift for biomolecular design C Fannjiang, S Bates, AN Angelopoulos, J Listgarten, MI Jordan Proceedings of the National Academy of Sciences 119 (43), e2204569119, 2022 | 58 | 2022 |
Chatbot arena: An open platform for evaluating LLMs by human preference WL Chiang, L Zheng, Y Sheng, AN Angelopoulos, T Li, D Li, H Zhang, ... Proceedings of the 41st International Conference on Machine Learning, 2024 | 38 | 2024 |
Enhanced depth navigation through augmented reality depth mapping in patients with low vision AN Angelopoulos, H Ameri, D Mitra, M Humayun Scientific reports 9 (1), 11230, 2019 | 38 | 2019 |
Conformal PID Control for Time Series Prediction AN Angelopoulos, EJ Candes, RJ Tibshirani Thirty-seventh Conference on Neural Information Processing Systems, 2023 | 25 | 2023 |
Semantic uncertainty intervals for disentangled latent spaces S Sankaranarayanan, AN Angelopoulos, S Bates, Y Romano, P Isola Advances in Neural Information Processing Systems, 2022 | 18 | 2022 |
Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction Sets C Lu*, AN Angelopoulos*, S Pomerantz Medical Image Computing and Computer Assisted Intervention 13438, 545–554, 2022 | 15 | 2022 |
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions J Lekeufack*, AN Angelopoulos*, A Bajcsy*, MI Jordan, J Malik arXiv preprint arXiv:2310.05921, 2023 | 14 | 2023 |
PPI++: Efficient prediction-powered inference AN Angelopoulos, JC Duchi, T Zrnic arXiv preprint arXiv:2311.01453, 2023 | 11 | 2023 |
Conformal Prediction is Robust to Dispersive Label Noise S Feldman, BS Einbinder, S Bates, AN Angelopoulos, A Gendler, ... Conformal and Probabilistic Prediction with Applications, 624-626, 2023 | 11* | 2023 |
Recommendation Systems with Distribution-Free Reliability Guarantees AN Angelopoulos*, K Krauth*, S Bates, Y Wang, MI Jordan Conformal and Probabilistic Prediction with Applications 204, 175-193, 2023 | 10 | 2023 |