PAC Prediction Sets for Meta-Learning

The use of confidence or fiducial limits illustrated in the case of the binomial

Charles J Clopper and Egon S Pearson · 1934

Earlier work this paper cites.

Determination of sample sizes for setting tolerance limits

Samuel S Wilks · 1941

Earlier work this paper cites.

Statistical Tolerance Regions: Classical and Bayesian

I. Guttman · 1970

Earlier work this paper cites.

Behavioral Risk Factor Surveillance System

Centers for Disease Control and Prevention (CDC) · 1984

Earlier work this paper cites.

Evolutionary Principles in Self-Referential Learning. On Learning now to Learn: The Meta-Meta-Meta…-Hook

Jurgen Schmidhuber · 1987

Earlier work this paper cites.

Learning by transduction

A Gammerman, V Vovk, and V Vapnik · 1998

Earlier work this paper cites.

Inductive confidence machines for regression

Harris Papadopoulos, Kostas Proedrou, Volodya Vovk, and Alex Gammerman · 2002

Earlier work this paper cites.

Algorithmic learning in a random world

Vladimir Vovk, Alex Gammerman, and Glenn Shafer · 2005

Earlier work this paper cites.

Conditional validity of inductive conformal predictors

Vladimir Vovk · 2013

Cited alongside, same era.

Matching networks for one shot learning

Oriol Vinyals, Charles Blundell, Timothy Lillicrap, Daan Wierstra, et al · 2016

Cited alongside, same era.

Prototypical networks for few-shot learning

Jake Snell, Kevin Swersky, and Richard Zemel · 2017

Cited alongside, same era.

Model-agnostic meta-learning for fast adaptation of deep networks

Chelsea Finn, Pieter Abbeel, and Sergey Levine · 2017

Cited alongside, same era.

FewRel: A large-scale supervised few-shot relation classification dataset with state-of-the-art evaluation

Xu Han, Hao Zhu, Pengfei Yu, Ziyun Wang, Yuan Yao, Zhiyuan Liu, and Maosong Sun · 2018

Cited alongside, same era.

Conformal prediction under covariate shift

Ryan J Tibshirani, Rina Foygel Barber, Emmanuel Candes, and Aaditya Ramdas · 2019

Pac confidence sets for deep neural networks via calibrated prediction

Sangdon Park, Osbert Bastani, Nikolai Matni, and Insup Lee · 2020

Later among the works it cites.

Distribution-free, risk-controlling prediction sets

Original

Stephen Bates, Anastasios Angelopoulos, Lihua Lei, Jitendra Malik, and Michael I Jordan · 2021

Later among the works it cites.

Adaptive conformal inference under distribution shift, 2021

Isaac Gibbs and Emmanuel Candès · 2021

Later among the works it cites.

Few-shot conformal prediction with auxiliary tasks, 2021

Adam Fisch, Tal Schuster, Tommi Jaakkola, and Regina Barzilay · 2021

Later among the works it cites.

PAC prediction sets under covariate shift

Sangdon Park, Edgar Dobriban, Insup Lee, and Osbert Bastani · 2022

Closest in time.

Distribution-free prediction sets adaptive to unknown covariate shift