[edit]
Volume 266: Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2025), 10-12 September 2025, Royal Holloway, London, UK
[edit]
Editors: Khuong An Nguyen, Zhiyuan Luo, Harris Papadopoulos, Tuwe Löfström, Lars Carlsson, Henrik Boström
Preface
Preface
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:1-5
[abs][Download PDF]
Foundations and Generalisations of Conformal Prediction
Inductive randomness predictors: beyond conformal
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:6-33
[abs][Download PDF]
When Can We Reuse a Calibration Set for Multiple Conformal Predictions?
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:34-42
[abs][Download PDF]
Venn-Abers Testing of Exchangeability
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:43-62
[abs][Download PDF]
Calibrating Without Labels: Source-Free Conformal Prediction Using Pseudo-Labels
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:63-81
[abs][Download PDF]
Privacy, Robustness and Security
Conformal Prediction of Classifiers with Many Classes based on Noisy Labels
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:82-95
[abs][Download PDF]
Privacy-Preserving Conformal Prediction Under Local Differential Privacy
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:96-112
[abs][Download PDF]
Provably Efficient and Robust Conformal Prediction under a Realistic Threat Model
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:113-132
[abs][Download PDF]
High Probability Risk Control Under Covariate Shift
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:133-152
[abs][Download PDF]
Multi-Output and Multi-Label Prediction
Exact and Approximate Conformal Inference for Multi-Output Regression
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:153-172
[abs][Download PDF]
Conformal multi-hop relation detection and classification in knowledge graphs
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:173-192
[abs][Download PDF]
Dynamic Conformal Prediction for Multi-Target Regression: Optimising Informational Efficiency under Joint Validity
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:193-213
[abs][Download PDF]
Conformal LLM Multi-label Text Classification with Binary Relevance Approach
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:214-229
[abs][Download PDF]
Incorporating Structural Penalties in Multi-label Conformal Prediction
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:230-249
[abs][Download PDF]
Conformal Regression and Predictive Distributions
SEMF: Supervised Expectation-Maximization Framework for Predicting Intervals
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:250-281
[abs][Download PDF]
A Review and Comparative Analysis of Univariate Conformal Regression Methods
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:282-304
[abs][Download PDF]
Stacked conformal prediction
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:305-316
[abs][Download PDF]
Hierarchical Copula-based Conformal Prediction and Exact Validity via Nested Prediction Regions
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:317-335
[abs][Download PDF]
DUEn: An Ensemble Framework Enhanced by Distribution-Free Uncertainty for Regression
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:336-358
[abs][Download PDF]
Explainability and Decision Making
Explaining Set-Valued Predictions: SHAP Analysis for Conformal Classification
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:359-378
[abs][Download PDF]
Conformal Predictive Decision Making: A Comparative Study with Bayesian and Point-Predictive Methods
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:379-404
[abs][Download PDF]
Counterfactual Explanations for Conformal Prediction Sets
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:405-424
[abs][Download PDF]
Individualised Counterfactual Examples Using Conformal Prediction Intervals
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:425-444
[abs][Download PDF]
Applications
Conformal Risk Control for Pulmonary Nodule Detection
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:445-463
[abs][Download PDF]
Conformal Survival Bands for Risk Screening under Right-Censoring
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:464-514
[abs][Download PDF]
Robust Vision-Based Runway Detection through Conformal Prediction and Conformal mAP
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:515-534
[abs][Download PDF]
Temporal Multimodal Probabilistic Transformers for Safety Monitoring in Autonomous Driving Systems
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:535-554
[abs][Download PDF]
Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:555-575
[abs][Download PDF]
Online Testing, Change and Anomaly Detection
Validity and efficiency of the conformal CUSUM procedure
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:576-594
[abs][Download PDF]
online-cp: a Python Package for Online Conformal Prediction, Conformal Predictive Systems and Conformal Test Martingales
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:595-614
[abs][Download PDF][Software]
Testing Exchangeability for Multiple Sequences of P-values
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:615-632
[abs][Download PDF]
Testing by Betting for Anomaly Detection in Rental E-Scooter GNSS Traces
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:633-644
[abs][Download PDF]
Anytime-Valid Tests of Group Invariance through Conformal Prediction
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:645-665
[abs][Download PDF]
Conformal Anomaly Detection for Functional Data with Elastic Distance Metrics
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:666-686
[abs][Download PDF]
On the Integration of Cross-Conformal Prediction, Ensembles, and Sampling for Uncertainty Quantification in One-Class Anomaly Detection
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:687-705
[abs][Download PDF]
A Conformal Martingales Approach for Recurrent Concept Drift
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:706-724
[abs][Download PDF]
Testing Marginal and Conditional Coverage in Conformal Prediction for Non-Stationary Time Series via Value-at-Risk Backtesting
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:725-747
[abs][Download PDF]
Extended Abstracts
A Bayesian framework for calibrating Gaussian process predictive distributions
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:748-750
[abs][Download PDF]
Conformal Predictive Simulations for Univariate Time Series
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:751-752
[abs][Download PDF]
Reliable Household Demographic Classification
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:753-755
[abs][Download PDF]
Conformal Prediction for Reliable Image Super-Resolution
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:756-757
[abs][Download PDF]
Detect Adversarial Examples with Exchangeability Martingale
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:758-761
[abs][Download PDF]
Exponential Estimates for Contagion in Financial Networks
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:762-764
[abs][Download PDF]
Conformal Classification with New Labels
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:765-767
[abs][Download PDF]
Class-Conditional Robust Conformal Prediction for Structured Perturbations
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:768-770
[abs][Download PDF]
Sequential Conformal Risk Control for Safe Railway Signaling Detection
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:771-774
[abs][Download PDF]
FlowGuard: Guarding Flow Matching via Conformal Sampling
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:775-777
[abs][Download PDF]
Physics-Aware Conformal Prediction for Deep Learning-based Wheelchair Local Navigation
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:778-780
[abs][Download PDF]
Conformal Prediction for Reliable Stock Selections
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:781-783
[abs][Download PDF]
Aleatoric and Epistemic Uncertainty in Conformal Prediction
; Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 266:784-786
[abs][Download PDF]
subscribe via RSS