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Proceedings of Machine Learning Research

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Proceedings of Machine Learning Research
PMLR · 2026-05-29 · via Proceedings of Machine Learning Research

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Volume 230: The 13th Symposium on Conformal and Probabilistic Prediction with Applications, 9-11 September 2024, Politecnico di Milano, Milano, Italy

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Editors: Simone Vantini, Matteo Fontana, Aldo Solari, Henrik Boström, Lars Carlsson

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Preface

; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:1-4

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Split Conformal Prediction under Data Contamination

Jason Clarkson, Wenkai Xu, Mihai Cucuringu, Gesine Reinert; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:5-27

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A probabilistic scaling approach to conformal predictions in binary image classification

Alberto Carlevaro, Sara Narteni, Fabrizio Dabbene, Teodoro Alamo, Maurizio Mongelli; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:28-43

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Distribution-free risk assessment of regression-based machine learning algorithms

Sukrita Singh, Neeraj Sarna, Yuanyuan Li, Yang Lin, Agni Orfanoudaki, Michael Berger; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:44-64

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Enhancing Conformal Prediction Using E-Test Statistics

Alexander A. Balinsky, Alexander David Balinsky; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:65-72

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The Uncertain Object: Application of Conformal Prediction to Aerial and Satellite Images

Vicky Copley, Greg Finlay, Ben Hiett; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:73-89

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Asymptotic uniqueness in long-term prediction

Vladimir Vovk; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:90-104

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Conformal Stability Measure of Feature Selection Algorithms

Marcos López-De-Castro, Alberto García-Galindo, Rubén Armañanzas; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:105-119

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Distribution-free Conformal Prediction for Ordinal Classification

Subhrasish Chakraborty, Chhavi Tyagi, Haiyan Qiao, Wenge Guo; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:120-139

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Copula-based conformal prediction for object detection: a more efficient approach

Bruce Cyusa Mukama, Soundouss Messoudi, Sylvain Rousseau, Sébastien Destercke; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:140-157

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Estimating Quality of Approximated Shapley Values Using Conformal Prediction

Amr Alkhatib, Henrik Boström, Ulf Johansson; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:158-174

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Calibrated Explanations for Multi-class

Tuwe Löfström, Helena Löfström, Ulf Johansson; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:175-194

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CoPAL: Conformal Prediction in Active Learning An Algorithm for Enhancing Remaining Useful Life Estimation in Predictive Maintenance

Zahra Kharazian, Tony Lindgren, Sindri Magnusson, Henrik Boström; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:195-217

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Calibrated Large Language Models for Binary Question Answering

Patrizio Giovannotti, Alexander Gammerman; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:218-235

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Conformal Prediction in Python with crepes

Henrik Boström; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:236-249

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Adaptive Conformal Inference for Multi-Step Ahead Time-Series Forecasting Online

Johan Hallberg Szabadváry; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:250-263

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Entropy Reweighted Conformal Classification

Rui Luo, Nicolo Colombo; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:264-276

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Conformal Regression with Reject Option

Ulf Johansson, Cecilia Sönströd, Henrik Boström; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:277-294

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Multi-class Classification with Reject Option and Performance Guarantees using Conformal Prediction

Alberto García-Galindo, Marcos López-De-Castro, Rubén Armañanzas; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:295-314

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Uncertainty Quantification for Metamodels

Martin Okánik, Athanasios Trantas, Merijn Pepijn de Bakker, Elena Lazovik; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:315-344

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ConForME: Multi-horizon conditional conformal time series forecasting

Aloysio Galvão Lopes, Eric Goubault, Sylvie Putot, Laurent Pautet; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:345-365

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Clustered Conformal Prediction for the Housing Market

Anders Hjort, Jonathan P. Williams, Johan Pensar; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:366-386

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Reliable Change Point Detection for ACGH data

Charalambos Eliades, Harris Papadopoulos; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:387-405

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Conformal Predictive Systems Under Covariate Shift

Jef Jonkers, Glenn Van Wallendael, Luc Duchateau, Sofie Van Hoecke; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:406-423

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Testing Exchangeability between Real and Synthetic Data

Helena Löfström, Lars Carlsson, Ernst Ahlberg; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:424-431

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Conformal time series decomposition with component-wise exchangeability

Derck Prinzhorn, Thijmen Nijdam, Putri Van der Linden, Alexander Timans; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:432-465

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Evidential Uncertainty Sets in Deep Classifiers Using Conformal Prediction

Hamed Karimi, Reza Samavi; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:466-489

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Inductive Venn-Abers Predictive Distributions: New Applications & Evaluation

Ilia Nouretdinov, James Gammerman; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:490-507

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Tailoring the Tails: Enhancing the Reliability of Probabilistic Load Forecasts

Roberto Baviera, Pietro Manzoni; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:508-521

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Multi-label Conformal Prediction with a Mahalanobis Distance Nonconformity Measure

Kostas Katsios, Harris Papadopulos; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:522-535

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Distribution-free Uncertainty Quantification for Contour Objects with Application to Tumour Segmentation in PET Imaging

Wenhui Zhang; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:536-537

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Fairness Considerations for Conformal Classification

Arlan Abzhanov, Brieuc Lehmann; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:538-538

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Collective Outlier Detection and Enumeration with Conformalized Closed Testing

Chiara Gaia Magnani, Matteo Sesia, Aldo Solari; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:539-539

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Preferent compression for tight generalization bounds

Marco C. Campi, Simone Garatti; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:540-540

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Anomaly Detection in Multivariate Profiles with Conformal Bayesian Inference

Nina Deliu, Brunero Liseo; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:541-542

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(Conformal) Isotonic Distributional Regression

Johanna Ziegel; Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:543-543

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此内容由惯性聚合(RSS阅读器)自动聚合整理，仅供阅读参考。 原文来自 — 版权归原作者所有。