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14th COPA 2025: London, UK
- Khuong An Nguyen, Zhiyuan Luo, Harris Papadopoulos, Tuwe Löfström, Lars Carlsson, Henrik Boström:

Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, COPA 2025, 10-12 September 2025, London, UK. Proceedings of Machine Learning Research 266, PMLR 2025 - Harris Papadopoulos, Khuong An Nguyen, Zhiyuan Luo, Tuwe Löfström, Lars Carlsson, Henrik Boström:

Preface. 1-5 - Vladimir Vovk:

Inductive randomness predictors: beyond conformal. 6-33 - Alexander Balinsky, Alexander David Balinsky:

When Can We Reuse a Calibration Set for Multiple Conformal Predictions? 34-42 - Ilia Nouretdinov:

Venn-Abers Testing of Exchangeability. 43-62 - Shachar Angelman, Rotem Nizhar, Jacob Goldberger:

Calibrating Without Labels: Source-Free Conformal Prediction Using Pseudo-Labels. 63-81 - Coby Penso, Jacob Goldberger, Ethan Fetaya:

Conformal Prediction of Classifiers with Many Classes based on Noisy Labels. 82-95 - Coby Penso, Bar Mahpud, Jacob Goldberger, Or Sheffet:

Privacy-Preserving Conformal Prediction Under Local Differential Privacy. 96-112 - Alberto Carlevaro, Luca Oneto, Davide Anguita, Fabio Roli:

Provably Efficient and Robust Conformal Prediction under a Realistic Threat Model. 113-132 - Duarte C. Almeida, João Bravo, Jacopo Bono, Pedro Bizarro, Mário A. T. Figueiredo:

High Probability Risk Control Under Covariate Shift. 133-152 - Chancellor Johnstone, Eugène Ndiaye:

Exact and Approximate Conformal Inference for Multi-Output Regression. 153-172 - Frederick Law:

Conformal multi-hop relation detection and classification in knowledge graphs. 173-192 - Filip Schlembach, Evgueni N. Smirnov, Mark H. M. Winands:

Dynamic Conformal Prediction for Multi-Target Regression: Optimising Informational Efficiency under Joint Validity. 193-213 - Viktor Örnbratt, Johan Hallberg Szabadváry:

Conformal LLM Multi-label Text Classification with Binary Relevance Approach. 214-229 - Kostas Katsios, Harris Papadopoulos:

Incorporating Structural Penalties in Multi-label Conformal Prediction. 230-249 - Ilia Azizi, Marc-Olivier Boldi, Valérie Chavez-Demoulin:

SEMF: Supervised Expectation-Maximization Framework for Predicting Intervals. 250-281 - Jie Bao, Nicolò Colombo, Valery Manokhin, Suqun Cao, Rui Luo:

A Review and Comparative Analysis of Univariate Conformal Regression Methods. 282-304 - Paulo Marques:

Stacked conformal prediction. 305-316 - Bruce Cyusa Mukama, Soundouss Messoudi, Sylvain Rousseau, Sébastien Destercke:

Hierarchical Copula-based Conformal Prediction and Exact Validity via Nested Prediction Regions. 317-335 - Songlin Du, Ling Luo, Ilia Nouretdinov, Uwe Aickelin:

DUEn: An Ensemble Framework Enhanced by Distribution-Free Uncertainty for Regression. 336-358 - Ulf Johansson, Cecilia Sönströd, Aicha Maalej:

Explaining Set-Valued Predictions: SHAP Analysis for Conformal Classification. 359-378 - Simon Lanngren, Martin Toremark, Johan Hallberg Szabadváry:

Conformal Predictive Decision Making: A Comparative Study with Bayesian and Point-Predictive Methods. 379-404 - Aicha Maalej, Cecilia Sönströd, Ulf Johansson:

Counterfactual Explanations for Conformal Prediction Sets. 405-424 - James M. Adams, Gesine Reinert, Lukasz Szpruch, Carsten Maple, Andrew Elliott:

Individualised Counterfactual Examples Using Conformal Prediction Intervals. 425-444 - Roel Hulsman, Valentin Comte, Lorenzo Bertolini

, Tobias Wiesenthal, Antonio Puertas Gallardo, Mario Ceresa:
Conformal Risk Control for Pulmonary Nodule Detection. 445-463 - Matteo Sesia, Vladimir Svetnik:

Conformal Survival Bands for Risk Screening under Right-Censoring. 464-514 - Alya Zouzou, Léo Andéol, Mélanie Ducoffe, Ryma Boumazouza:

Robust Vision-Based Runway Detection through Conformal Prediction and Conformal mAP. 515-534 - Yehia Ahmed, Felippe da Roza, Núria Mata:

Temporal Multimodal Probabilistic Transformers for Safety Monitoring in Autonomous Driving Systems. 535-554 - Morteza Rakhshaninejad, Mira Jürgens, Nicolas Dewolf, Willem Waegeman:

Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction. 555-575 - Vladimir Vovk, Ilia Nouretdinov, Alexander Gammerman:

Validity and efficiency of the conformal CUSUM procedure. 576-594 - Johan Hallberg Szabadváry, Tuwe Löfström, Rudy Matela:

online-cp: a Python Package for Online Conformal Prediction, Conformal Predictive Systems and Conformal Test Martingales. 595-614 - Henrik Boström:

Testing Exchangeability for Multiple Sequences of P-values. 615-632 - Marco Capuccini, Rahul Rajendra Pai, Lars Carlsson:

Testing by Betting for Anomaly Detection in Rental E-Scooter GNSS Traces. 633-644 - Tyron Lardy, Muriel Felipe Pérez-Ortiz:

Anytime-Valid Tests of Group Invariance through Conformal Prediction. 645-665 - Jason Adams, Brandon Berman, Joshua Michalenko, J. Derek Tucker:

Conformal Anomaly Detection for Functional Data with Elastic Distance Metrics. 666-686 - Ishan Garg, Shayan Majumder:

On the Integration of Cross-Conformal Prediction, Ensembles, and Sampling for Uncertainty Quantification in One-Class Anomaly Detection. 687-705 - Charalambos Eliades, Harris Papadopoulos:

A Conformal Martingales Approach for Recurrent Concept Drift. 706-724 - Konrad Retzlaff, Filip Schlembach, Dennis Bams, Philippe Dreesen:

Testing Marginal and Conditional Coverage in Conformal Prediction for Non-Stationary Time Series via Value-at-Risk Backtesting. 725-747 - Aurélien Pion, Emmanuel Vazquez:

A Bayesian framework for calibrating Gaussian process predictive distributions. 748-750 - Thierry Moudiki:

Conformal Predictive Simulations for Univariate Time Series. 751-752 - Javier Carreno, Khuong An Nguyen, Zhiyuan Luo, Andrew Fish:

Reliable Household Demographic Classification. 753-755 - Tapabrata Chakraborti, Samiran Dey:

Conformal Prediction for Reliable Image Super-Resolution. 756-757 - Genghua Dong, Roman Bresson, Henrik Boström:

Detect Adversarial Examples with Exchangeability Martingale. 758-761 - Dimitrios Ioannides, Stavros Ioannidis:

Exponential Estimates for Contagion in Financial Networks. 762-764 - Tianmin Xie, Ziyi Liang, Stefano Favaro, Matteo Sesia:

Conformal Classification with New Labels. 765-767 - Luis Marchante Arjona, Protim Bhattacharjee, Peter Jung:

Class-Conditional Robust Conformal Prediction for Structured Perturbations. 768-770 - Léo Andéol, Thomas Massena:

Sequential Conformal Risk Control for Safe Railway Signaling Detection. 771-774 - Ziyun Li, Henrik Boström:

FlowGuard: Guarding Flow Matching via Conformal Sampling. 775-777 - Sara Narteni, Alberto Carlevaro, Zeming Duan, Serge Autexier, Maurizio Mongelli:

Physics-Aware Conformal Prediction for Deep Learning-based Wheelchair Local Navigation. 778-780 - Ipek Kaya, Khuong An Nguyen:

Conformal Prediction for Reliable Stock Selections. 781-783 - Yusuf Sale, Alireza Javanmardi, Eyke Hüllermeier:

Aleatoric and Epistemic Uncertainty in Conformal Prediction. 784-786

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