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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
Preface
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:1-4
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Conformal Regression in Calorie Prediction for Team Jumbo-Visma
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:5-15
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Applying the conformal prediction paradigm for the uncertainty quantification of an end-to-end automatic speech recognition model (wav2vec 2.0)
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:16-35
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Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:36-55
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Enterprise Disk Drive Scrubbing Based on Mondrian Conformal Predictors
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:56-73
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An Uncertainty-Aware Sequential Approach for Predicting Response to Neoadjuvant Therapy in Breast Cancer
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:74-88
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Market Implied Conformal Volatility Intervals
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:89-99
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Evaluation of conformal-based probabilistic forecasting methods for short-term wind speed forecasting
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:100-115
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Evaluating potential sensitive information leaks on a smartphone using the magnetometer and Conformal Prediction
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:116-133
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Neural Networks based Conformal Prediction for Pipeline Structural Response
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:134-146
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Applications of Conformal Regression on Real-world Industrial Use Cases using Crepes and MAPIE
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:147-165
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Online NoVaS Conformal Volatility Prediction
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:166-168
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Capturing prediction uncertainty in upstream cell culture models using conformal prediction and Gaussian processes
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:169-171
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Variable Sparing of Disk Drives Based on Failure Analysis
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:172-174
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Recommendation Systems with Distribution-Free Reliability Guarantees
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:175-193
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Data-driven Reachability using Christoffel Functions and Conformal Prediction
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:194-213
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Conformal Credal Self-Supervised Learning
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:214-233
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Self Learning using Venn-Abers predictors
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:234-250
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Conformal Prediction with Partially Labeled Data
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:251-266
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Conformal Association Rule Mining (CARM): A novel technique for data error detection and probabilistic correction
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:267-286
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Anomalous Edge Detection in Edge Exchangeable Social Network Models
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:287-310
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Conformalized Adversarial Attack Detection for Graph Neural Networks
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:311-323
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Efficient Approximate Predictive Inference Under Feedback Covariate Shift with Influence Functions
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:324-327
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A Conformal Martingales Ensemble Approach for addressing Concept Drift
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:328-346
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The power of forgetting in statistical hypothesis testing
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:347-366
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The Venn-ABERS Testing for Change-Point Detection
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:367-368
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A Review of Nonconformity Measures for Conformal Prediction in Regression
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:369-383
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On training locally adaptive CP
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:384-398
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Mondrian Predictive Systems for Censored Data
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:399-412
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Evaluating Machine Translation Quality with Conformal Predictive Distributions
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:413-429
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Online aggregation of conformal predictive systems
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:430-449
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Approximating Score-based Explanation Techniques Using Conformal Regression
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:450-469
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Investigating the Contribution of Privileged Information in Knowledge Transfer LUPI by Explainable Machine Learning
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:470-484
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CONFIDERAI: CONFormal Interpretable-by-Design score function for Explainable and Reliable Artificial Intelligence
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:485-487
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Multi-label Classification under Uncertainty: A Tree-based Conformal Prediction Approach
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:488-512
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Confidence Classifiers with Guaranteed Accuracy or Precision
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:513-533
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Coverage vs Acceptance-Error Curves for Conformal Classification Models
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:534-545
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How do the performance of a Conformal Predictor and its underlying algorithm relate?
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:546-548
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Flexible and Systematic Uncertainty Estimation with Conformal Prediction via the MAPIE library
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:549-581
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PUNCC: a Python Library for Predictive Uncertainty Calibration and Conformalization
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:582-601
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Tutorial on using Conformal Predictive Systems in KNIME
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:602-620
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Recommendation Systems in Scholarly Publishing
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:621-623
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Conformal Prediction is Robust to Dispersive Label Noise
; Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 204:624-626
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