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Conformal Calibration: Ensuring the Reliability of Black-Box AI in Wireless Systems
12 April 2025
Osvaldo Simeone
Sangwoo Park
Matteo Zecchin
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Papers citing
"Conformal Calibration: Ensuring the Reliability of Black-Box AI in Wireless Systems"
15 / 15 papers shown
Attention-Based Feature Online Conformal Prediction for Time Series
Meiyi Zhu
Caili Guo
Chunyan Feng
Osvaldo Simeone
159
0
0
19 Nov 2025
Optimizing In-Context Learning for Efficient Full Conformal Prediction
IEEE Signal Processing Letters (IEEE SPL), 2025
Weicao Deng
Sangwoo Park
Min Li
Osvaldo Simeone
316
1
0
01 Sep 2025
To Trust or Not to Trust: On Calibration in ML-based Resource Allocation for Wireless Networks
IEEE Transactions on Network Science and Engineering (IEEE TNS&E), 2025
Rashika Raina
Nidhi Simmons
D. Simmons
M. Yacoub
Trung Q. Duong
186
1
0
23 Jul 2025
Dynamic Estimation Loss Control in Variational Quantum Sensing via Online Conformal Inference
I. Nikoloska
Hamdi Joudeh
Ruud van Sloun
Osvaldo Simeone
194
4
0
29 May 2025
Mirror Online Conformal Prediction with Intermittent Feedback
IEEE Signal Processing Letters (IEEE SPL), 2025
Bowen Wang
Matteo Zecchin
Osvaldo Simeone
CLL
635
4
0
13 Mar 2025
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents
Shayan Kiyani
George Pappas
Aaron Roth
Hamed Hassani
605
26
0
04 Feb 2025
What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems
IEEE Transactions on Cognitive Communications and Networking (IEEE TCCN), 2024
Qiushuo Hou
Sangwoo Park
Matteo Zecchin
Yunlong Cai
Guanding Yu
Osvaldo Simeone
975
6
0
30 Sep 2024
Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection
Matteo Zecchin
Sangwoo Park
Osvaldo Simeone
LM&MA
715
10
0
24 Sep 2024
Generalization and Informativeness of Conformal Prediction
International Symposium on Information Theory (ISIT), 2024
Matteo Zecchin
Sangwoo Park
Osvaldo Simeone
Fredrik Hellström
281
12
0
22 Jan 2024
Forking Uncertainties: Reliable Prediction and Model Predictive Control with Sequence Models via Conformal Risk Control
IEEE Journal on Selected Areas in Information Theory (JSAIT), 2023
Matteo Zecchin
Sangwoo Park
Osvaldo Simeone
411
27
0
16 Oct 2023
Safe Planning in Dynamic Environments using Conformal Prediction
IEEE Robotics and Automation Letters (RA-L), 2022
Lars Lindemann
Matthew Cleaveland
Gihyun Shim
George J. Pappas
518
186
0
19 Oct 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control
Anastasios Nikolas Angelopoulos
Stephen Bates
Emmanuel J. Candès
Sai Li
Lihua Lei
768
171
0
03 Oct 2021
Adaptive Conformal Inference Under Distribution Shift
Neural Information Processing Systems (NeurIPS), 2021
Isaac Gibbs
Emmanuel Candès
666
366
0
01 Jun 2021
Intelligence and Learning in O-RAN for Data-driven NextG Cellular Networks
IEEE Communications Magazine (IEEE Commun. Mag.), 2020
Leonardo Bonati
Salvatore D’oro
Michele Polese
S. Basagni
Tommaso Melodia
231
306
0
02 Dec 2020
Conformal Inference of Counterfactuals and Individual Treatment Effects
Lihua Lei
Emmanuel J. Candès
CML
524
235
0
11 Jun 2020
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