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Volume 204: Conformal and Probabilistic Prediction with Applications, 13-15 September 2023, Limassol, Cyprus

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Editors: Harris Papadopoulos, Khuong An Nguyen, Henrik Boström, Lars Carlsson

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Preface

Harris Papadopoulos, Khuong An Nguyen, Henrik Boström, Lars Carlsson; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:1-4

Conformal Regression in Calorie Prediction for Team Jumbo-Visma

Kristian van Kuijk, Mark Dirksen, Christof Seiler; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:5-15

Applying the conformal prediction paradigm for the uncertainty quantification of an end-to-end automatic speech recognition model (wav2vec 2.0)

Fares Ernez, Alexandre Arnold, Audrey Galametz, Catherine Kobus, Nawal Ould-Amer; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:16-35

Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling

Leo Andeol, Thomas Fel, Florence de Grancey, Luca Mossina; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:36-55

Enterprise Disk Drive Scrubbing Based on Mondrian Conformal Predictors

Rahul Vishwakarma, Jinha Hwang, Soundouss Messoudi, Ava Hedayatipour; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:56-73

An Uncertainty-Aware Sequential Approach for Predicting Response to Neoadjuvant Therapy in Breast Cancer

Alberto Garcia-Galindo, Marcos Lopez-De-Castro, Ruben Armananzas; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:74-88

Market Implied Conformal Volatility Intervals

Alejandro Canete; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:89-99

Evaluation of conformal-based probabilistic forecasting methods for short-term wind speed forecasting

Simon Althoff, Johan Hallberg Szabadv’ary, Jonathan Anderson, Lars Carlsson; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:100-115

Evaluating potential sensitive information leaks on a smartphone using the magnetometer and Conformal Prediction

Robert Choudhury, Zhiyuan Luo, Khuong An Nguyen; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:116-133

Neural Networks based Conformal Prediction for Pipeline Structural Response

Sara El Mekkaoui, Carla J Ferreira, Juan Camilo Guevara G’omez, Christian Agrell, Nicholas James Vaughan, Hans Olav Heggen; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:134-146

Applications of Conformal Regression on Real-world Industrial Use Cases using Crepes and MAPIE

Nasir Uddin, Tuwe Lofstrom; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:147-165

Online NoVaS Conformal Volatility Prediction

Alejandro Canete; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:166-168

Capturing prediction uncertainty in upstream cell culture models using conformal prediction and Gaussian processes

Tien Dung Pham, Uwe Aickelin, Robert Bassett; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:169-171

Variable Sparing of Disk Drives Based on Failure Analysis

Rahul Vishwakarma, Mahshid Fardadi, Bing Liu; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:172-174

Recommendation Systems with Distribution-Free Reliability Guarantees

Anastasios N Angelopoulos, Karl Krauth, Stephen Bates, Yixin Wang, Michael I Jordan; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:175-193

Data-driven Reachability using Christoffel Functions and Conformal Prediction

Abdelmouaiz Tebjou, Goran Frehse, Fa"icel Chamroukhi; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:194-213

Conformal Credal Self-Supervised Learning

Julian Lienen, Caglar Demir, Eyke Hüllermeier; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:214-233

Self Learning using Venn-Abers predictors

Come Rodriguez, Vitor Martin Bordini, Sebastien Destercke, Benjamin Quost; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:234-250

Conformal Prediction with Partially Labeled Data

Alireza Javanmardi, Yusuf Sale, Paul Hofman, Eyke Hüllermeier; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:251-266

Conformal Association Rule Mining (CARM): A novel technique for data error detection and probabilistic correction

Ilia Nouretdinov, James Gammerman; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:267-286

Anomalous Edge Detection in Edge Exchangeable Social Network Models

Rui Luo, Buddhika Nettasinghe, Vikram Krishnamurthy; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:287-310

Conformalized Adversarial Attack Detection for Graph Neural Networks

Sofiane Ennadir, Amr Alkhatib, Henrik Bostrom, Michalis Vazirgiannis; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:311-323

Efficient Approximate Predictive Inference Under Feedback Covariate Shift with Influence Functions

Drew Prinster, Suchi Saria, Anqi Liu; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:324-327

A Conformal Martingales Ensemble Approach for addressing Concept Drift

Charalambos Eliades, Harris Papadopoulos; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:328-346

The power of forgetting in statistical hypothesis testing

Vladimir Vovk; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:347-366

The Venn-ABERS Testing for Change-Point Detection

Ilia Nouretdinov, Alex Gammerman; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:367-368

A Review of Nonconformity Measures for Conformal Prediction in Regression

Yuko Kato, David M.J. Tax, Marco Loog; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:369-383

On training locally adaptive CP

Nicolo Colombo; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:384-398

Mondrian Predictive Systems for Censored Data

Henrik Bostrom, Henrik Linusson, Anders Vesterberg; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:399-412

Evaluating Machine Translation Quality with Conformal Predictive Distributions

Patrizio Giovannotti; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:413-429

Online aggregation of conformal predictive systems

Vladimir G. Trunov, Vladimir V. V’yugin; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:430-449

Approximating Score-based Explanation Techniques Using Conformal Regression

Amr Alkhatib, Henrik Bostrom, Sofiane Ennadir, Ulf Johansson; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:450-469

Investigating the Contribution of Privileged Information in Knowledge Transfer LUPI by Explainable Machine Learning

Niharika Gauraha, Henrik Bostrom; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:470-484

CONFIDERAI: CONFormal Interpretable-by-Design score function for Explainable and Reliable Artificial Intelligence

Sara Narteni, Alberto Carlevaro, Fabrizio Dabbene, Marco Muselli, Maurizio Mongelli; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:485-487

Multi-label Classification under Uncertainty: A Tree-based Conformal Prediction Approach

Chhavi Tyagi, Wenge Guo; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:488-512

Confidence Classifiers with Guaranteed Accuracy or Precision

Ulf Johansson, Cecilia Sonstrod, Tuwe Lofstrom, Henrik Bostrom; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:513-533

Coverage vs Acceptance-Error Curves for Conformal Classification Models

Evgueni Smirnov; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:534-545

How do the performance of a Conformal Predictor and its underlying algorithm relate?

Giovanni Cherubin; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:546-548

Flexible and Systematic Uncertainty Estimation with Conformal Prediction via the MAPIE library

Thibault Cordier, Vincent Blot, Louis Lacombe, Thomas Morzadec, Arnaud Capitaine, Nicolas Brunel; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:549-581

PUNCC: a Python Library for Predictive Uncertainty Calibration and Conformalization

Mouhcine Mendil, Luca Mossina, David Vigouroux; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:582-601

Tutorial on using Conformal Predictive Systems in KNIME

Tuwe Lofstrom, Alexander Bondaletov, Artem Ryasik, Henrik Bostrom, Ulf Johansson; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:602-620

Recommendation Systems in Scholarly Publishing

Yannis Manolopoulos; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:621-623

Conformal Prediction is Robust to Dispersive Label Noise

Shai Feldman, Bat-Sheva Einbinder, Stephen Bates, Anastasios N. Angelopoulos, Asaf Gendler, Yaniv Romano; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:624-626

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