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Conformal prediction is a valuable tool for quantifying predictive uncertainty of machine learning models.
A new interpretation of information rate
Kelly, J. L · 1956
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The performance of universal encoding
Krichevsky, R. and Trofimov, V · 1981
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Splice-2 comparative evaluation: Electricity pricing
Harries, M · 1999
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Algorithmic Learning in a Random World
Vovk, V., Gammerman, A., and Shafer, G · 2005
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Prediction, learning, and games
Cesa-Bianchi, N. and Lugosi, G · 2006
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Logarithmic regret algorithms for online convex optimization
Hazan, E., Agarwal, A., and Kale, S · 2007
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Coin betting and parameter-free online learning
Orabona, F. and Pál, D · 2016
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Exact and robust conformal inference methods for predictive machine learning with dependent data
Chernozhukov, V., Wüthrich, K., and Yinchu, Z · 2018
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Black-box reductions for parameter-free online learning in banach spaces
Cutkosky, A. and Orabona, F · 2018
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Scale-free online learning
Orabona, F. and Pál, D · 2018
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Forecasting at Scale
Taylor, S. J. and Letham, B · 2018
Cited alongside, same era.
Conformalized quantile regression
Romano, Y., Patterson, E., and Candès, E · 2019
Cited alongside, same era.
Conformal prediction under covariate shift
Tibshirani, R. J., Barber, R. F., Candes, E., and Ramdas, A · 2019
Cited alongside, same era.
Predictive inference with the jackknife+
Barber, R. F., Candès, E. J., Ramdas, A., and Tibshirani, R. J · 2021
Cited alongside, same era.
Adaptive conformal inference under distribution shift
Gibbs, I. and Candès, E. J · 2021
Cited alongside, same era.
Conformal inference of counterfactuals and individual treatment effects
Lei, L. and Candès, E. J · 2021
Cited alongside, same era.
Conformal inference for online prediction with arbitrary distribution shifts
Gibbs, I. and Candès, E. J · 2022
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Nested conformal prediction and quantile out-of-bag ensemble methods
Gupta, C., Kuchibhotla, A. K., and Ramdas, A · 2022
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Adaptive conformal predictions for time series
Zaffran, M., Feron, O., Goude, Y., Josse, J., and Dieuleveut, A · 2022
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Conformal pid control for time series prediction
Angelopoulos, A., Candès, E. J., and Tibshirani, R. J · 2023
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Conformal prediction: A gentle introduction
Angelopoulos, A. N. and Bates, S · 2023
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Conformal prediction beyond exchangeability
Barber, R. F., Candès, E. J., Ramdas, A., and Tibshirani, R. J · 2023
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Podkopaev, A. and Ramdas, A · 2021
Cited alongside, same era.
Conformal time-series forecasting
Stankeviciute, K., M. Alaa, A., and van der Schaar, M · 2021
Cited alongside, same era.
Conformal prediction interval for dynamic time-series
Xu, C. and Xie, Y · 2021
Cited alongside, same era.
Conformal prediction under feedback covariate shift for biomolecular design
Fannjiang, C., Bates, S., Angelopoulos, A. N., Listgarten, J., and Jordan, M. I · 2022
Cited alongside, same era.
Improved online conformal prediction via strongly adaptive online learning
Bhatnagar, A., Wang, H., Xiong, C., and Bai, Y · 2023
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Conformalized survival analysis
Candès, E. J., Lei, L., and Ren, Z · 2023
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Sequential predictive conformal inference for time series
Xu, C. and Xie, Y · 2023
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