Conformal Inference

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5 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

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PINNing the pion: conformal deep learning for $F_π(s)$ and the $(g-2)_μ$ hadronic contribution
Sep 30, 2026Mayank Goel, Subhadip Mitra, Monalisa PatraParametric Physics-Informed Neural Network Conformal Inference
Center for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad 500 032, India
Adaptive Safety Filtering for Frozen ACC Policies via Conformal Residual Calibration
Sep 28, 2026Zhiruo Zhou, Rigaudiere Z. Li, Chen Xiwen +3Safety Filters Residual Policy
Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · Wuhan University of Technology, Wuhan, China · Shanghai Jiao Tong University, Shanghai, China
GeoDose-CP: Graph-Local Conformal Inference for Continuous-Treatment Earth Observation
Sep 24, 2026Md Khalid Hasan Sakib, Dristi Datta, Manoranjan Paul +1Conformal Inference Dose
Department of Computer Science and Engineering, Uttara University, Dhaka, Bangladesh · School of Computing, Mathematics and Engineering, Charles Sturt University, Bathurst, NSW 2795, Australia · Australian Integrated Carbon (AiCarbon), Level 4, 191 Pulteney Street, Adelaide, SA 5000, Australia
Split Conformal Prediction with Label-Shift-Adjusted Bayesian Scores
Sep 14, 2026Hyeonsu Lee, Juyeon Kim, Erkhembayar Jadamba +2Nonconformity Scores Online Conformal Prediction
MOGAM Institute for Biomedical Research, Korea · CROID Research and aSSIST University, Korea
Learning to Adapt and Calibrate: Score Distribution Alignment for Few-Shot Uncertainty Prediction in Medical VLMs
Sep 9, 2026Xuan Cuong Ngo, Ngan LeVision-Language Model Adaptation Few-Shot Learning
University of Arkansas Fayetteville, Arkansas, USA
Conformal risk control for model-form uncertainty in parametric non-intrusive reduced-order models
Aug 4, 2026Edgar Jaber, Rémy Vallot, Thibault Dairay +1Reduced-Order Models Uncertainty Quantification
CB, ENS Paris Saclay · Université Paris-Saclay, CNRS, ENS Paris-Saclay, Centre Borelli, Gif-sur-Yvette, 91190, France · CB, Michelin +3
Who Wins Where? Conformal Model Comparison for Local Superiority
Jul 31, 2026Yi Zhou, Baishi Li, Xuan Yao +1Conformal Inference Model Selection
Asian Institute of Digital Finance, National University of Singapore
Mitigating Class-Tail Undercoverage in Medical Vision-Language Models under Clinical Shift
Jul 30, 2026Mushir Akhtar, M. TanveerMedical Vision-Language Models Vision-Language Model Adaptation
Department of Mathematics, Indian Institute of Technology Indore, India
Simultaneous Coverage and Efficiency Guarantee in Online Conformal Prediction
Jul 29, 2026Rahul VazeConformal Inference Online Conformal Prediction
Tata Institute of Fundamental Research, Mumbai
Conformal Changepoint Localization and Root Cause Analysis with Corrupted Observations
Jul 29, 2026Seunghun Yu, Meiyi Zhu, Petar Popovski +2Change-Point Detection Conformal Inference
Department of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, South Korea · Department of Engineering, King’s College London, WC2R 2LS, London, U.K. · Department of Electronic Systems, Aalborg University, 9220 Aalborg, Denmark +2
Robust Conformalized Selection with Noisy Responses
Jul 25, 2026Chengyao Yu, Hongxin Wei, Bingyi JingFalse Discovery Rate Conformal Inference
Department of Statistics and Data Science Southern University of Science and Technology Shenzhen 518055, China · School of Artificial Intelligence The Chinese University of Hong Kong, Shenzhen Shenzhen Loop Area Institute Shenzhen 518172, China
A Multi-Cohort Validation of Censoring-Aware Conformal Lower Predictive Bounds for Pathology Survival Models
Jul 23, 2026Mingi HongSurvival Predictions Cohort
Independent Researcher
Adaptive Bayesian Online Learning via Expert Aggregation
Jul 22, 2026Jungbin Jun, Ilsang OhnLearning-Augmented Algorithms Bayesian
Department of Statistics Inha University Incheon, 22212, South Korea
Relational and Sequential Conformal Inference for Energy Time Series over Graphs via Foundation Models
Jun 30, 2026Keivan Faghih Niresi, Alice Cicirello, Olga FinkElectricity Price Forecasting Spatio-Temporal Forecasting
Intelligent Maintenance and Operations Systems (IMOS) Laboratory EPFL, Lausanne, Switzerland · Data, Vibration, and Uncertainty (DVU) Group, Department of Engineering University of Cambridge, United Kingdom · Intelligent Maintenance and Operations Systems (IMOS) Laboratory2026 EPFL, Lausanne, Switzerland
Doubly Robust Adaptive Conformal Inference for Causal Effects Under Temporal Dependence
Jun 29, 2026Andreas Koukorinis, Ricardo SilvaConformal Inference Causal Inferences
Department of Computer Science University College London · Department of Statistical Science University College London
SPACR: Single-Pass Adaptive Training of Uncertainty-Aware Conformal Regressors
Jun 9, 2026Soundouss Messoudi, Sylvain Rousseau, Sébastien DesterckeOnline Conformal Prediction Conformal Inference
Heudiasyc - UMR CNRS 7253, Université de Technologie de Compiègne
Set-Preserving Calibration from Conformal P-Values to E-Values
Jun 2, 2026Nabil Alami, Jad Zakharia, Souhaib Ben TaiebConformal Inference Uncertainty Quantification
Department of Statistics and Data Science, MBZUAI · Ecole Normale Superieure de Cachan · Department of Computer Science, University of Mons
Adversarially Robust Control of Conditional Value-at-Risk via Rockafellar-Uryasev Conformal Inference
May 29, 2026Catherine Chen, Jingyan Shen, Zhun Deng +1Conditional-Value-At-Risk Conformal Risk Control
Institute for Computational and Mathematical Engineering, Stanford University · Department of Computer Science, New York University · Department of Computer Science, University of North Carolina at Chapel Hill +1
Structure-Adaptive Conformal Inference for Large-Scale Out-of-Distribution Testing
May 26, 2026Rongyi Sun, Wenguang Sun, Zinan ZhaoConformal Inference Out-Of-Distribution
Center for Data Science and School of Mathematical Sciences, Zhejiang University. · Center for Data Science and School of Management, Zhejiang University.
Conformalised imprecise inference for robust extrapolation under limited data
May 25, 2026Yu Chen, Scott FersonConformal Inference Uncertainty Quantification
Institute for Risk and Uncertainty · University of Liverpool · Liverpool
CausalGuard: Conformal Inference under Graph Uncertainty
May 21, 2026Vikash Singh, Weicong Chen, Debargha Ganguly +12Conformal Inference Heterogeneous Treatment Effects
1Case Western Reserve University
Everywhere Valid Bounds on False Discovery Proportions in Conformal Inference
May 20, 2026Ziang Song, Ying Jin, Emmanuel J. CandèsFalse Discovery Rate Conformal Inference
Department of Statistics, Stanford University · Department of Statistics and Data Science, University of Pennsylvania · Department of Mathematics, Stanford University
CASCADE Conformal Prediction: Uncertainty-Adaptive Prediction Intervals for Two-Stage Clinical Decision Support
May 19, 2026Ricardo Diaz-Rincon, Muxuan Liang, Adolfo Ramirez-Zamora +1Online Conformal Prediction Conformal Inference
University of Florida · MD Anderson Cancer Center · University of Louisville
Set-Valued Policy Learning
May 19, 2026Laura Fuentes-Vicente, Mathieu Even, Gaëlle Dormion +3Treatment Allocation Learning Policy
Inria PreMeDICaL, Inserm, Montpellier, France · Elixir Health, Paris, France · Université Paris Cité, CNRS, MAP5, F-75006 Paris, France +1
Distribution-Free Uncertainty Quantification for Continuous AI Agent Evaluation
May 19, 2026Yuxuan Gao, Megan Wang, Yi Ling YuAgentic Evaluations Conformal Inference
OpenMesh · University of Pennsylvania · Columbia Univer
Efficient Online Conformal Selection with Limited Feedback
May 14, 2026Sreenivas Gollapudi, Kostas Kollias, Kamesh Munagala +1Conformal Inference Conformal Selection
Google Research, Mountain View, CA, USA. · Department of Computer Science, Duke University, Durham, NC, USA.
Fair Conformal Classification via Learning Representation-Based Groups
May 12, 2026Senrong Xu, Yanke Zhou, Yuhao Tan +5Conformal Inference Algorithmic Fairness
State Key Lab of Novel Software Technology, Nanjing University, China · ETH Zürich · Birkbeck, University of London
Learning Polyhedral Conformal Sets for Robust Optimization
May 8, 2026Shuyi Chen, Wenbin Zhou, Shixiang ZhuRobust Optimization Conformal Inference
Carnegie Mellon University
Online Localized Conformal Prediction
May 6, 2026Yuheng Lai, Garvesh RaskuttiOnline Conformal Prediction Conformal Inference
University of Wisconsin - Madison
Weight Clipping for Robust Conformal Inference under Unbounded Covariate Shifts
May 3, 2026James Wang, Surbhi GoelConformal Inference Nonconformity Scores
Department of Computer and Information Science, University of Pennsylvania, Philadelphia, PA 19104, USA.
Conformalized Super Learner
Apr 24, 2026Zhanli Wu, Fabrizio Leisen, Miguel-Angel Luque-Fernandez +1Conformal Inference Nonconformity Scores
Department of Mathematics King’s College London London, UK · Department of Statistics and Operations Research University of Granada Granada, Spain · Department of Statistical Science University College London London, UK
Safe Control using Learned Safety Filters and Adaptive Conformal Inference
Apr 20, 2026Sacha Huriot, Ihab Tabbara, Hussein SibaiSafety Filters Hamilton-Jacobi Reachability
Computer Science & Engineering Washington University in St. Louis
Differentially Private Conformal Prediction
Apr 16, 2026Jiamei Wu, Ce Zhang, Zhipeng Cai +4Online Conformal Prediction Conformal Inference
School of Mathematics and Statistics Beijing Jiaotong University Beijing, Beijing 100044, China · Department of Mathematical and Statistical Sciences University of Alberta Edmonton, AB T6G 2G1, Canada
PAC-CF: Calibrating Irreversible Frontier Pruning in LLM-Guided Search
Apr 15, 2026Tianhao Qian, Jiayu Chen, Zhenyu Sun +1Frontiers Conformal Inference
From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents
Mar 27, 2026Trilok Padhi, Ramneet Kaur, Krishiv Agarwal +9Large Language Model Agents Conformal Inference
Georgia State University, Atlanta, USA · Computer Science Lab, SRI, Menlo Park, USA · Computer Science Department, University of Florida, USA +1
Partial Causal Structure Learning for Valid Selective Conformal Inference under Interventions
Mar 2, 2026Amir Asiaee, Kavey Aryan, James P. LongConformal Inference Causal Inferences
Department of Biostatistics, Vanderbilt University Medical Center, TN 37203, USA · Department of Informatics, King’s College London, London, UK · Department of Biostatistics, MD Anderson Cancer Center, Houston, TX, USA
Online conformal inference with retrospective adjustment for faster adaptation to distribution shift
Nov 6, 2025Jungbin Jun, Ilsang OhnConformal Inference Distribution Shifts
Department of Statistics, Inha University
Adaptive Conformal Inference through the Lens of Blackwell Approachability
Oct 17, 2025Guillaume Principato, Gilles StoltzConformal Inference Adversarial Robustness
Universit´e Paris-Saclay, CNRS, Inria, Laboratoire de math´ematiques d’Orsay, 91405, Orsay, France · EDF R&D, Palaiseau, France · HEC Paris, Jouy-en-Josas, France
Conformalized Regression for Continuous Bounded Outcomes
Jul 18, 2025Zhanli Wu, Fabrizio Leisen, F. Javier RubioConformal Inference Multi-Quantile Regression
Department of Mathematics King’s College London London, UK · Department of Statistical Science University College London London, UK

Sep 30, 2026, hep-phJ/K move · Enter open · S save

PINNing the pion: conformal deep learning for $F_π(s)$ and the $(g-2)_μ$ hadronic contribution

Mayank Goel, Subhadip Mitra, Monalisa Patra

Center for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad 500 032, India

Parametric Physics-Informed Neural Network Conformal Inference

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Extracting the pion electromagnetic form factor

F_π(s)

through phenomenological curve-fitting models introduces model dependence, unphysical artefacts, and kinematic inconsistencies. We introduce a Physics-Informed Neural Network (PINN) embedded in a conformal

z

-plane that constructs

F_π(s)

directly from first principles across spacelike and timelike domains: charge normalisation and Schwarz reflection are enforced by construction, while Cauchy-Riemann analyticity, dispersion relations, Watson's theorem, and perturbative QCD asymptotics enter through the loss functional. Thus, the fundamental S-matrix principles dictate the form factor's behaviour while data act as constraints. Mapping the cut complex plane onto the unit disk bounds the Hessian norm and prevents Neural Tangent Kernel spectral starvation, two known failure modes of deep-learning optimisation. Besides

e^+e^-

scattering data, we also incorporate

τ

-decay data through a switch that isolates the pure isovector form factor natively, bypassing model-dependent isospin-breaking pre-corrections. The network organically yields an interior zero-free form factor, while the framework tests experimental tensions around the

ρ(770)

peak against analyticity and dispersion constraints. We obtain model-independent estimates of the pion charge radius,

\langle r_π^2 \rangle = 0.435 \pm 0.008_{\text{stat}} \pm 0.007_{\text{cali}}

^2

, the second-sheet pole parameters,

m_ρ^{\text{pole}} = 761.72\pm 1.04

MeV and

Γ_ρ^{\text{pole}} = 135.99 \pm 1.20

MeV, and the two-pion contribution to the muon anomalous magnetic moment,

a_μ^{ππ} = (506.48 \pm 2.02_{\text{stat}} \pm 1.70_{\text{cali}}) \times 10^{-10}

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Latest papers 39