Cover Image

Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global Perturbations

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Aolaritei, Liviu, Wang, Zheyu Oliver, Zhu, Julie, Jordan, Michael I., Marzouk, Youssef
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Statistics Theory Methodology
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Valid Selection among Conformal Sets
by: Hegazy, Mahmoud, et al.
Published: (2025)

Minimum Volume Conformal Sets for Multivariate Regression
by: Braun, Sacha, et al.
Published: (2025)

Stopping Rules for Stochastic Gradient Descent via Anytime-Valid Confidence Sequences
by: Aolaritei, Liviu, et al.
Published: (2025)

Wasserstein-based Minimax Estimation of Dependence in Multivariate Regularly Varying Extremes
by: Zhang, Xuhui, et al.
Published: (2023)

Revisiting mean estimation over $\ell_p$ balls: Is the MLE optimal?
by: Aolaritei, Liviu, et al.
Published: (2025)

Conformalized Multiple Testing under Unknown Null Distribution with Symmetric Errors
by: Tian, Yang, et al.
Published: (2025)

Consistency of an Intercept-Shifted Synthetic-Control Estimator under Weighted Parallel Trends
by: Guggisberg, Michael
Published: (2025)

Bayesian Conformal-Projective Prediction
by: Roy, Arkaprava, et al.
Published: (2026)

Autocorrelation Test under Frequent Mean Shifts
by: Liu, Ziyang, et al.
Published: (2025)

Bayesian Conformal Prediction via the Bayesian Bootstrap
by: Gibson, Graham
Published: (2025)

Lévy graphical models
by: Engelke, Sebastian, et al.
Published: (2024)

Flexible Conformal Highest Predictive Conditional Density Sets
by: Sampson, Max, et al.
Published: (2024)

Conformal Link Prediction with False Discovery Rate Control
by: Du, Wenqin, et al.
Published: (2025)

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

Anytime-Valid Tests of Group Invariance through Conformal Prediction
by: Lardy, Tyron, et al.
Published: (2024)

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

Bayesian Global-Local Regularization
by: Datta, Jyotishka, et al.
Published: (2025)

Model-free Bootstrap and Conformal Prediction in Regression: Conditionality, Conjecture Testing, and Pertinent Prediction Intervals
by: Wang, Yiren, et al.
Published: (2021)

Efficient and Multiply Robust Risk Estimation under General Forms of Dataset Shift
by: Qiu, Hongxiang, et al.
Published: (2023)

Conformalized Large-Scale Selective Inference with Informative and Trustworthy Prediction Sets
by: Li, Wangcheng, et al.
Published: (2026)

Universal Log-Optimality for General Classes of e-processes and Sequential Hypothesis Tests
by: Waudby-Smith, Ian, et al.
Published: (2025)

Optimal Treatment Rules under Missing Predictive Covariates: A Covariate-Balancing Doubly Robust Approach
by: Zhang, Yue, et al.
Published: (2025)

Transfer Learning for High-dimensional Quantile Regression with Distribution Shift
by: Bai, Ruiqi, et al.
Published: (2024)

On a Probability Inequality for Order Statistics with Applications to Bootstrap, Conformal Prediction, and more
by: Paul, Manit, et al.
Published: (2026)

Transfer Learning under Group-Label Shift: A Semiparametric Exponential Tilting Approach
by: Cheng, Manli, et al.
Published: (2025)

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

Asymptotic Distribution of Robust Effect Size Index
by: Zhang, Xinyu, et al.
Published: (2026)

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)

Post-Hoc Large-Sample Statistical Inference
by: Chugg, Ben, et al.
Published: (2026)

Optimal Design under Interference, Homophily, and Robustness Trade-offs
by: Thiyageswaran, Vydhourie, et al.
Published: (2026)

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

Robust Confidence Intervals for a Binomial Proportion: Local Optimality and Adaptivity
by: Cho, Minjun, et al.
Published: (2025)

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

Interpretable Multivariate Conformal Prediction with Fast Transductive Standardization
by: Fan, Yunjie, et al.
Published: (2025)

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)

Asymptotic Behavior of Adversarial Training Estimator under $\ell_\infty$-Perturbation
by: Xie, Yiling, et al.
Published: (2024)

Nonparametric Statistical Inference via Metric Distribution Function in Metric Spaces
by: Wang, Xueqin, et al.
Published: (2021)