![]() ![]() Prado, A., Kausik, R., Venkataramanan, L.: Dual Neural Network Architecture for Determining Epistemic and Aleatoric Uncertainties. Senge, R., et al.: Reliable classification: learning classifiers that distinguish aleatoric and epistemic uncertainty. (eds.) Advances in Neural Information Processing Systems, vol. Kendall, A., Gal, Y.: What uncertainties do we need in Bayesian deep learning for computer vision? In: Guyon, I., et al. In: International Conference on Machine Learning, pp. 110, 457–506 (2021)ĭepeweg, S., Hernandez-Lobato, J.-M., Doshi-Velez, F., Udluft, S.: Decomposition of uncertainty in Bayesian deep learning for efficient and risk-sensitive learning. Hüllermeier, E., Waegeman, W.: Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods. 31, 105–112 (2009)Ībdar, M., et al.: A review of uncertainty quantification in deep learning: techniques, applications and challenges. Kiureghian, A.D., Ditlevsen, O.: Aleatory or epistemic? Does it matter? Struct. Maddox, W.J., Garipov, T., Izmailov, P., Vetrov, D., Wilson, A.G.: in Proceedings of the 33rd International Conference on Neural Information Processing Systems, pp. In: Advances in Neural Information Processing Systems, vol. Lakshminarayanan, B., Pritzel, A., Blundell, C.: Simple and scalable predictive uncertainty estimation using deep ensembles. Michelmore, R., Kwiatkowska, M., Gal, Y.: Evaluating Uncertainty Quantification in End-to-End Autonomous Driving Control. ![]() 3, 146–156 (2021)īegoli, E., Bhattacharya, T., Kusnezov, D.: The need for uncertainty quantification in machine-assisted medical decision making. Vishwakarma, G., Sonpal, A., Hachmann, J.: Metrics for benchmarking and uncertainty quantification: quality, applicability, and best practices for machine learning in chemistry. Hie, B., Bryson, B.D., Berger, B.: Leveraging uncertainty in machine learning accelerates biological discovery and design. ![]()
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