Quantum Conformal Prediction for Reliable Uncertainty Quantification in
Quantum Machine Learning

Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning

6 April 2023

Sangwoo Park

Osvaldo Simeone

Papers citing "Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning"

9 / 9 papers shown

Title
Assumption-free fidelity bounds for hardware noise characterization Nicolo Colombo 25 0 0 09 Apr 2025
Cross-Validation Conformal Risk Control K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 39 4 0 22 Jan 2024
Forking Uncertainties: Reliable Prediction and Model Predictive Control with Sequence Models via Conformal Risk Control Matteo Zecchin Sangwoo Park Osvaldo Simeone 33 15 0 16 Oct 2023
Towards Efficient and Trustworthy AI Through Hardware-Algorithm-Communication Co-Design Yongchao Chen Osvaldo Simeone Bashir M. Al-Hashimi 37 4 0 27 Sep 2023
Statistical Complexity of Quantum Learning L. Banchi Jason Luke Pereira Sharu Theresa Jose Osvaldo Simeone 37 12 0 20 Sep 2023
Error Mitigation-Aided Optimization of Parameterized Quantum Circuits: Convergence Analysis Sharu Theresa Jose Osvaldo Simeone 24 8 0 23 Sep 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 100 125 0 03 Oct 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 181 186 0 07 Jan 2021
PAC $^m$ -Bayes: Narrowing the Empirical Risk Gap in the Misspecified Bayesian Regime Warren Morningstar Alexander A. Alemi Joshua V. Dillon 82 16 0 19 Oct 2020