Few-Shot Calibration of Set Predictors via Meta-Learned Cross-Validation-Based Conformal Prediction

Author:

Park Sangwoo1ORCID,Cohen Kfir M.1ORCID,Simeone Osvaldo1ORCID

Affiliation:

1. Department of Engineering, King's Communications, Learning & Information Processing (KCLIP) Lab, Centre for Intelligent Information Processing Systems (CIIPS), King's College London, London, U.K.

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Applied Mathematics,Artificial Intelligence,Computational Theory and Mathematics,Computer Vision and Pattern Recognition,Software

Reference65 articles.

1. A comprehensive review of digital twin—part 2: roles of uncertainty quantification and optimization, a battery digital twin, and perspectives

2. On calibration of modern neural networks;Guo

3. Averting a crisis in simulation-based inference;Hermans;arXiv:2110.06581,2021

4. Probabilistic model-agnostic meta-learning;Finn

5. Bayesian model-agnostic meta-learning;Yoon

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