Distribution-Free Federated Learning with Conformal Predictions

v1v2 (latest)

Distribution-Free Federated Learning with Conformal Predictions

14 October 2021

Jayasheree Kalpathy-Cramer

ArXiv (abs)PDF HTML

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

15 / 15 papers shown

Title
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 1.0K 5 0 09 Oct 2024
Privacy Preserving Federated Learning in Medical Imaging with Uncertainty Estimation Nikolas Koutsoubis Yasin Yilmaz Ravi P. Ramachandran M. Schabath Ghulam Rasool 82 8 0 18 Jun 2024
Certifiably Byzantine-Robust Federated Conformal Prediction Mintong Kang Zhen Lin Jimeng Sun Cao Xiao Yue Liu FedML 122 5 0 04 Jun 2024
FedCal: Achieving Local and Global Calibration in Federated Learning via Aggregated Parameterized Scaler Hongyi Peng Han Yu Xiaoli Tang Xiaoxiao Li 111 5 0 24 May 2024
An Information Theoretic Perspective on Conformal Prediction Alvaro H.C. Correia F. V. Massoli Christos Louizos Arash Behboodi 78 5 0 03 May 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 93 1 0 25 Dec 2023
Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal Prediction Meiyi Zhu Matteo Zecchin Sangwoo Park Caili Guo Chunyan Feng Osvaldo Simeone FedML 135 10 0 08 Aug 2023
On the Expected Size of Conformal Prediction Sets Guneet Singh Dhillon George Deligiannidis Tom Rainforth 83 10 0 12 Jun 2023
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift Vincent Plassier Mehdi Makni Aleksandr Rubashevskii Eric Moulines Maxim Panov FedML 90 17 0 08 Jun 2023
Conformal Prediction with Large Language Models for Multi-Choice Question Answering Bhawesh Kumar Cha-Chen Lu Gauri Gupta Anil Palepu David R. Bellamy Ramesh Raskar Andrew L. Beam 103 77 0 28 May 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification Charles Lu Yaodong Yu Sai Praneeth Karimireddy Michael I. Jordan Ramesh Raskar FedML 122 24 0 27 May 2023
Complex Mixer for MedMNIST Classification Decathlon Zhuoran Zheng Xiuyi Jia 78 7 0 20 Apr 2023
One-Shot Federated Conformal Prediction Pierre Humbert B. L. Bars A. Bellet Sylvain Arlot FedML 102 17 0 13 Feb 2023
Confident Adaptive Language Modeling Tal Schuster Adam Fisch Jai Gupta Mostafa Dehghani Dara Bahri Vinh Q. Tran Yi Tay Donald Metzler 153 170 0 14 Jul 2022
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 276 625 0 15 Jul 2021