Distribution-Free Federated Learning with Conformal Predictions

14 October 2021

Papers citing "Distribution-Free Federated Learning with Conformal Predictions"

7 / 7 papers shown

Title
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 130 3 0 09 Oct 2024
Efficient Conformal Prediction under Data Heterogeneity Vincent Plassier Nikita Kotelevskii Aleksandr Rubashevskii Fedor Noskov Maksim Velikanov Alexander Fishkov Samuel Horváth Martin Takáč Eric Moulines Maxim Panov 41 1 0 25 Dec 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification Charles Lu Yaodong Yu Sai Praneeth Karimireddy Michael I. Jordan Ramesh Raskar FedML 39 21 0 27 May 2023
Complex Mixer for MedMNIST Classification Decathlon Zhuoran Zheng Xiuyi Jia 32 7 0 20 Apr 2023
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 187 186 0 07 Jan 2021
The Future of Digital Health with Federated Learning Nicola Rieke Jonny Hancox Wenqi Li Fausto Milletari H. Roth ... Ronald M. Summers Andrew Trask Daguang Xu Maximilian Baust M. Jorge Cardoso OOD 174 1,709 0 18 Mar 2020
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,145 0 06 Jun 2015