Cover Image

Interpretable Multivariate Conformal Prediction with Fast Transductive Standardization

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Fan, Yunjie, Sesia, Matteo
Format:	Preprint
Published:	2025
Subjects:	Methodology Statistics Theory Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Testing for Outliers with Conformal p-values
by: Bates, Stephen, et al.
Published: (2021)

Adaptive conformal classification with noisy labels
by: Sesia, Matteo, et al.
Published: (2023)

Multivariate Standardized Residuals for Conformal Prediction
by: Braun, Sacha, et al.
Published: (2025)

Elements of Conformal Prediction for Statisticians
by: Sesia, Matteo, et al.
Published: (2026)

Theoretical Foundations of Conformal Prediction
by: Angelopoulos, Anastasios N., et al.
Published: (2024)

Fuzzy Prediction Sets: Conformal Prediction with E-values
by: Koning, Nick W., et al.
Published: (2025)

Conformal Prediction with Time-Series Data via Sequential Conformalized Density Regions
by: Sampson, M., et al.
Published: (2026)

Parametric Scaling Law of Tuning Bias in Conformal Prediction
by: Zeng, Hao, et al.
Published: (2025)

Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage
by: Jin, Ying, et al.
Published: (2024)

Max-Rank: Efficient Multiple Testing for Conformal Prediction
by: Timans, Alexander, et al.
Published: (2023)

Conformal and kNN Predictive Uncertainty Quantification Algorithms in Metric Spaces
by: Lugosi, Gábor, et al.
Published: (2025)

Online Selective Conformal Prediction with Asymmetric Rules: A Permutation Test Approach
by: Zheng, Mingyi, et al.
Published: (2026)

Probabilistic Conformal Prediction with Approximate Conditional Validity
by: Plassier, Vincent, et al.
Published: (2024)

Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global Perturbations
by: Aolaritei, Liviu, et al.
Published: (2025)

Weighted Conformal Clustering
by: Nath, Anirban, et al.
Published: (2026)

Random measure priors in Bayesian recovery from sketches
by: Beraha, Mario, et al.
Published: (2023)

Doubly Robust Conformalized Survival Analysis with Right-Censored Data
by: Sesia, Matteo, et al.
Published: (2024)

Label Noise Robustness of Conformal Prediction
by: Einbinder, Bat-Sheva, et al.
Published: (2022)

Deep Learning of Multivariate Extremes via a Geometric Representation
by: Murphy-Barltrop, Callum J. R., et al.
Published: (2024)

Conformal Risk Control for Non-Monotonic Losses
by: Angelopoulos, Anastasios N.
Published: (2026)

UTOPIA: Universally Trainable Optimal Prediction Intervals Aggregation
by: Fan, Jianqing, et al.
Published: (2023)

Multiply Robust Conformal Risk Control with Coarsened Data
by: Paul, Manit, et al.
Published: (2025)

Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift
by: Ge, Jiawei, et al.
Published: (2024)

Data Augmentation of Multivariate Sensor Time Series using Autoregressive Models and Application to Failure Prognostics
by: de Souza, Douglas Baptista, et al.
Published: (2024)

Bias-Aware Conformal Prediction for Metric-Based Imaging Pipelines
by: Cheung, Matt Y., et al.
Published: (2024)

Fundamental Computational Limits in Pursuing Invariant Causal Prediction and Invariance-Guided Regularization
by: Gu, Yihong, et al.
Published: (2025)

PCS-UQ: Uncertainty Quantification via the Predictability-Computability-Stability Framework
by: Agarwal, Abhineet, et al.
Published: (2025)

Robust Conformal Outlier Detection under Contaminated Reference Data
by: Bashari, Meshi, et al.
Published: (2025)

Fast kernel methods: Sobolev, physics-informed, and additive models
by: Doumèche, Nathan, et al.
Published: (2025)

On the Role of Surrogates in Conformal Inference of Individual Causal Effects
by: Gao, Chenyin, et al.
Published: (2024)

Fast and Efficient Parallel Sampling Using Higher Order Langevin Dynamics
by: Mahajan, Jaideep, et al.
Published: (2025)

Fast and Provably Accurate Sequential Designs using Hilbert Space Gaussian Processes
by: Zhu, Huanyan, et al.
Published: (2026)

Conformal Risk Control
by: Angelopoulos, Anastasios N., et al.
Published: (2022)

Concentration and Calibration in Predictive Bayesian Inference
by: Frazier, David T., et al.
Published: (2026)

Predictive Inference in Multi-environment Scenarios
by: Duchi, John C., et al.
Published: (2024)

Inverting estimating equations for causal inference on quantiles
by: Cheng, Chao, et al.
Published: (2024)

SymmPI: Predictive Inference for Data with Group Symmetries
by: Dobriban, Edgar, et al.
Published: (2023)

Conditional Predictive Inference for General Structured Data with Group Symmetries
by: Shen, Yichen, et al.
Published: (2026)

Statistical Inference under Adaptive Sampling with LinUCB
by: Fan, Wei, et al.
Published: (2025)

Covariate Assisted Entity Ranking with Sparse Intrinsic Scores
by: Fan, Jianqing, et al.
Published: (2024)