Image de couverture de livre

Multi-Variable Conformal Prediction: Optimizing Prediction Sets without Data Splitting

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Lützow, Laura, Garatti, Simone, Campi, Marco C., Lindemann, Lars, Althoff, Matthias
Format:	Preprint
Publié:	2026
Sujets:	Machine Learning
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Zono-Conformal Prediction: Zonotope-Based Uncertainty Quantification for Regression and Classification Tasks
par: Lützow, Laura, et autres
Publié: (2025)

A Theory of the Risk for Optimization with Relaxation and its Application to Support Vector Machines
par: Campi, Marco C., et autres
Publié: (2020)

Split Conformal Prediction in the Function Space with Neural Operators
par: Millard, David, et autres
Publié: (2025)

Compression, Generalization and Learning
par: Campi, Marco C., et autres
Publié: (2023)

Reachset-Conformant System Identification
par: Lützow, Laura, et autres
Publié: (2024)

Scenario Approach with Post-Design Certification of User-Specified Properties
par: Carè, Algo, et autres
Publié: (2026)

Pick-to-Learn for Systems and Control: Data-driven Synthesis with State-of-the-art Safety Guarantees
par: Paccagnan, Dario, et autres
Publié: (2025)

Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape Templates
par: Tumu, Renukanandan, et autres
Publié: (2023)

Conformal Predictive Programming for Chance Constrained Optimization
par: Zhao, Yiqi, et autres
Publié: (2024)

eCP: Equivariant Conformal Prediction with pre-trained models
par: Bousias, Nikolaos, et autres
Publié: (2026)

Recursively Feasible Shrinking-Horizon MPC in Dynamic Environments with Conformal Prediction Guarantees
par: Stamouli, Charis, et autres
Publié: (2024)

Sample-Efficient Expert Query Control in Active Imitation Learning via Conformal Prediction
par: Firouzkouhi, Arad, et autres
Publié: (2025)

Conformal Prediction Regions for Time Series using Linear Complementarity Programming
par: Cleaveland, Matthew, et autres
Publié: (2023)

Split Conformal Prediction under Data Contamination
par: Clarkson, Jase, et autres
Publié: (2024)

Conformalized Adaptive Forecasting of Heterogeneous Trajectories
par: Zhou, Yanfei, et autres
Publié: (2024)

Beyond Data Splitting: Full-Data Conformal Prediction by Differential Privacy
par: Cho, Young Hyun, et autres
Publié: (2026)

Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression
par: Luo, Rui, et autres
Publié: (2025)

Scenario theory for multi-criteria data-driven decision making
par: Garatti, Simone, et autres
Publié: (2026)

Risk Analysis and Design Against Adversarial Actions
par: Campi, Marco C., et autres
Publié: (2025)

Volume Optimality in Conformal Prediction with Structured Prediction Sets
par: Gao, Chao, et autres
Publié: (2025)

Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning
par: Scholten, Yan, et autres
Publié: (2024)

On the Expected Size of Conformal Prediction Sets
par: Dhillon, Guneet S., et autres
Publié: (2023)

Conformal Prediction Sets Can Cause Disparate Impact
par: Cresswell, Jesse C., et autres
Publié: (2024)

Conformal Prediction for Compositional Data
par: Amaral, Lucas P., et autres
Publié: (2025)

Self-Calibrating Conformal Prediction
par: van der Laan, Lars, et autres
Publié: (2024)

Adaptive Set-Mass Calibration with Conformal Prediction
par: Kazantsev, Daniil, et autres
Publié: (2025)

Singleton-Optimized Conformal Prediction
par: Wang, Tao, et autres
Publié: (2025)

Model Predictive Robustness of Signal Temporal Logic Predicates
par: Lin, Yuanfei, et autres
Publié: (2022)

Fuzzy Prediction Sets: Conformal Prediction with E-values
par: Koning, Nick W., et autres
Publié: (2025)

Ensuring Calibration Robustness in Split Conformal Prediction Under Adversarial Attacks
par: Qian, Xunlei, et autres
Publié: (2025)

Conformal Prediction Sets Improve Human Decision Making
par: Cresswell, Jesse C., et autres
Publié: (2024)

Robust Yet Efficient Conformal Prediction Sets
par: Zargarbashi, Soroush H., et autres
Publié: (2024)

Optimizing Modular Robot Composition: A Lexicographic Genetic Algorithm Approach
par: Külz, Jonathan, et autres
Publié: (2023)

Set-Based Training for Neural Network Verification
par: Koller, Lukas, et autres
Publié: (2024)

Aggregating Conformal Prediction Sets via α-Allocation
par: Xu, Congbin, et autres
Publié: (2025)

Trustworthy Classification through Rank-Based Conformal Prediction Sets
par: Luo, Rui, et autres
Publié: (2024)

Provably Minimum-Length Conformal Prediction Sets for Ordinal Classification
par: Zhang, Zijian, et autres
Publié: (2025)

On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning
par: Scemama, Paul, et autres
Publié: (2023)

Conformal Prediction for Image Segmentation Using Morphological Prediction Sets
par: Mossina, Luca, et autres
Publié: (2025)

Conformal Prediction Sets for Instance Segmentation
par: Lu, Kerri, et autres
Publié: (2026)