Multicalibration and Calibration

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Period ending 2026-09-21

12 new papers

A weekly snapshot of new work published in Multicalibration and Calibration.

Period ending 2026-09-14

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A weekly snapshot of new work published in Multicalibration and Calibration.

239 papers

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Instance-Adaptive Online Multicalibration
May 10, 2026Zhiming Huang, Jamie Morgenstern, Aaron Roth +1Learning-Augmented Algorithms Multicalibration and Calibration
CalibFree: Self-Supervised View Feature Separation for Calibration-Free Multi-Camera Multi-Object Tracking
May 10, 2026Ruiqi Xian, Deep Patel, Iain Melvin +3Multi-Object Tracking Multi-Camera Systems
A Semantic-Sampling Framework for Evaluating Calibration in Open-Ended Question Answering
May 8, 2026Zhanliang Wang, Jiancong Xiao, Ruochen Jin +3Multicalibration and Calibration
Conformal Path Reasoning: Trustworthy Knowledge Graph Question Answering via Path-Level Calibration
May 8, 2026Shuhang Lin, Chuhao Zhou, Xiao Lin +5Knowledge Graphs Conformal Calibration
The Minimax Rate of Second-Order Calibration
May 8, 2026Kamil Ciosek, Banafsheh Rafiee, Sina Ghiassian +1Calibrated Uncertainty Multicalibration and Calibration
Implicit Multi-Camera System Calibration Using Gaussian Processes
May 8, 2026Ivan De Boi, Bart Ribbens, Veronika Golanova +2Camera Intrinsics Gaussian Process
Caring Without Feeling: Affective Dynamics as the Control Layer of Human-AI Agent Collaboration
May 8, 2026Junjie Xu, Xingjiao Wu, Zihao Zhang +6Human-Ai Collaboration Affective Computing
The Translation Tax Is Not a Scalar: A Counterfactual Audit of English-Source Cue Inheritance in Chinese Multilingual Benchmarks
May 8, 2026Zezheng Lin, Fengming Liu, Handi LiTranslation Quality Multilingual Benchmark
A Reproducible Optimisation Protocol for Calibrating Prompt-Based Large Language Model Workflows in Evidence Synthesis
May 7, 2026Teo SusnjakMulticalibration and Calibration Multi-Agent Large Language Model Systems
Saliency-Aware Regularized Quantization Calibration for Large Language Models
May 7, 2026Yanlong Zhao, Xiaoyuan Cheng, Huihang Liu +6Weight-Only Quantization Quantization
Trustworthy Federated Label Distribution Learning under Annotation Quality Disparity
May 6, 2026Junxiang Wu, Zhiqiang Kou, Hongwei Zeng +7Federated Learning Candidate Label Distributions
Optimal Uncertainty-Aware Calibration for the AX=YB Problem
May 6, 2026Yanjia Chen, Xiangfei Li, Huan Zhao +4Calibrated Uncertainty Camera Intrinsics
EQUITRIAGE: A Fairness Audit of Gender Bias in LLM-Based Emergency Department Triage
May 5, 2026Richard J. Young, Alice M. MatthewsGender Bias Triage
Multimodal Learning on Low-Quality Data with Conformal Predictive Self-Calibration
May 5, 2026Xun Jiang, Yufan Gu, Disen Hu +5Robust Multimodal Learning Conformal Prediction
FACTOR: Counterfactual Training-Free Test-Time Adaptation for Open-Vocabulary Object Detection
May 5, 2026Kaixiang Zhao, Mao Ye, Lihua Zhou +4Open-Vocabulary Object Detection Counterfactual Learning
Caliper-in-the-Loop: Black-Box Optimization for Hyperledger Fabric Performance Tuning
May 4, 2026Yash Madhwal, Arseny Bolotnikov, Mark Prikhno +5Black-Box Optimization Bayesian Optimization
Perturb and Correct: Post-Hoc Ensembles using Affine Redundancy
May 2, 2026Eleanor QuintPost-Hoc Perturbations
Toward a foundational thermal model for residential buildings
May 2, 2026Ting-Yu Dai, Kingsley Nweye, Dev Niyogi +1Building Information Modeling Multicalibration and Calibration
Online Self-Calibration Against Hallucination in Vision-Language Models
May 1, 2026Minghui Chen, Chenxu Yang, Hengjie Zhu +3Large Vision Language Models Large Language Model Hallucination
Improving Calibration in Test-Time Prompt Tuning for Vision-Language Models via Data-Free Flatness-Aware Prompt Pretraining
Apr 30, 2026Hyeonseo Jang, Jaebyeong Jeon, Joong-Won Hwang +1Prompt Tuning Vision-Language Model Adaptation
Recipes for Calibration Checks in Safety-Critical Applications
Apr 29, 2026Romeo ValentinMulticalibration and Calibration Reward-Prediction Error
QCalEval: Benchmarking Vision-Language Models for Quantum Calibration Plot Understanding
Apr 28, 2026Shuxiang Cao, Zijian Zhang, Abhishek Agarwal +29Multicalibration and Calibration
Continual Calibration: Coverage Can Collapse Before Accuracy in Lifelong LLM Fine-Tuning
Apr 27, 2026Ibne Farabi Shihab, Sanjeda Akter, Anuj SharmaMulticalibration and Calibration Continual Learning Methods
The Sample Complexity of Multicalibration
Apr 23, 2026Natalie Collina, Jiuyao Lu, Georgy Noarov +1Multicalibration and Calibration Optimal Sample Complexity
Calibeating Prediction-Powered Inference
Apr 23, 2026Lars van der Laan, Mark Van Der LaanMulticalibration and Calibration
An Efficient Black-Box Reduction from Online Learning to Multicalibration, and a New Route to $Φ$ -Regret Minimization
Apr 21, 2026Gabriele Farina, Juan Carlos PerdomoLinear Regret Online Learning
Calibrating Scientific Foundation Models with Inference-Time Stochastic Attention
Apr 21, 2026Akash Yadav, Taiwo A. Adebiyi, Ruda ZhangPredictive Uncertainty Wireless Foundation Models
Distillation Traps and Guards: A Calibration Knob for LLM Distillability
Apr 21, 2026Weixiao Zhan, Yongcheng Jing, Leszek Rutkowski +1Knowledge Distillation Multicalibration and Calibration
LoRaQ: Optimized Low Rank Approximation for 4-bit Quantization
Apr 20, 2026Yann Bouquet, Alireza Khodamoradi, Sophie Yáng Shen +2Quantization Low-Rank Factorization
CADMAS-CTX: Contextual Capability Calibration for Multi-Agent Delegation
Apr 20, 2026Chuhan QiaoDelegation Multicalibration and Calibration
ReTrack: Evidence-Driven Dual-Stream Directional Anchor Calibration Network for Composed Video Retrieval
Apr 20, 2026Zixu Li, Yupeng Hu, Zhiwei Chen +4Composed Image Retrieval Cvpr
Towards Joint Quantization and Token Pruning of Vision-Language Models
Apr 19, 2026Xinqing Li, Xin He, Xindong Zhang +3Visual Token Pruning Large Language Model Quantization
Calibrating Model-Based Evaluation Metrics for Summarization
Apr 19, 2026Hongye Liu, Dhanajit Brahma, Ricardo HenaoEvaluation Metrics Summarization
Crowded in B-Space: Calibrating Shared Directions for LoRA Merging
Apr 18, 2026Yixuan Tang, Yi YangLow-Rank Adaptation Multi--Task Learning
Continual Hand-Eye Calibration for Open-world Robotic Manipulation
Apr 17, 2026Fazeng Li, Gan Sun, Chenxi Liu +3Generalizable Robotic Manipulations Multicalibration and Calibration
Quality-Aware Calibration for AI-Generated Image Detection in the Wild
Apr 16, 2026Fabrizio Guillaro, Vincenzo De Rosa, Davide Cozzolino +1Digital Forensics Multicalibration and Calibration
AIPC: Agent-Based Automation for AI Model Deployment with Qualcomm AI Runtime
Apr 16, 2026Jianhao Su, Zhanwei Wu, ShengTing Huang +1Artificial Intelligence Infrastructure Heterogeneous Edge Devices
Partial Causal Structure Learning for Valid Selective Conformal Inference under Interventions
Mar 2, 2026Amir Asiaee, Kavey Aryan, James P. LongCausal Inferences Conformal Inference
MarUco: A Markerless 6D Pose Estimation Framework for Closed-Loop Control of Surgical Continuum Manipulators
Feb 18, 2026Junhyun Park, Chunggil An, Myeongbo Park +3Visual Servoing Category-Level Object Pose Estimation
When Agents Disagree With Themselves: Behavioral Consistency as an Uncertainty Signal for LLM Agents
Feb 12, 2026Aman MehtaLarge Language Model Uncertainty Large Language Model Agents
Health-ORSC-Bench: A Benchmark for Measuring Over-Refusal and Safety Completion in Health Context
Jan 25, 2026Zhihao Zhang, Liting Huang, Guanghao Wu +3Large Language Model Safety Refusals
Labels have Human Values: Value Calibration of Subjective Tasks
Jan 10, 2026Mohammed Fayiz Parappan, Ricardo HenaoSubjectivity Human Values
Region-Specific Calibration Achieves Excellent Inter-Device Reliability for Smartphone Dermatology: A Multi-Device Benchmark on Korean Facial Skin
Dec 26, 2025Sungwoo Kang, Jong-Kook KimSmartphone Photographs Multicalibration and Calibration
How (Mis)calibrated is your Federated CLIP and what to do about it?
Dec 3, 2025Mainak Singha, Masih Aminbeidokhti, Paolo Casari +3Few-Shot Contrastive Language-Image Pre-Training Adaptation Multicalibration and Calibration
A Linear Fractional Transformation Model and Calibration Method for Light Field Camera
Nov 6, 2025Zhong Chen, Changfeng ChenCamera Intrinsics Multicalibration and Calibration
3D Cal: An Open-Source Software Library for Depth Reconstruction on Vision-Based Tactile Sensors
Nov 4, 2025Rohan Kota, Kaival Shah, J. Edward Colgate +1Tactile Sensors Multicalibration and Calibration
Navigating the Alignment-Calibration Trade-off: A Pareto-Superior Frontier via Model Merging
Oct 20, 2025Tiancheng Hu, Benjamin Minixhofer, Nigel CollierValue Alignment LLM Post-Training Methods
Beyond the Final Layer: Intermediate Representations for Better Multilingual Calibration in Large Language Models
Oct 3, 2025Ej Zhou, Caiqi Zhang, Tiancheng Hu +4Large Language Model Uncertainty Confidence Calibration
Combining Discrepancy-Confusion Uncertainty and Calibration Diversity for Active Fine-Grained Image Classification
Sep 29, 2025Yinghao Jin, Xi YangActive Learning Fine-Grained Perception
How Reliable are Fairness Audits with Unreliable Data?
Jun 28, 2025Yash Vardhan TomarFairness Audits False Positive Rate
Towards Understanding The Calibration Benefits of Sharpness-Aware Minimization
May 29, 2025Chengli Tan, Yubo Zhou, Haishan Ye +7Sharpness-Aware Minimization Multicalibration and Calibration
Adaptive Cumulative Mass Calibration with Conformal Prediction
May 21, 2025Daniil Kazantsev, Eric Moulines, Maxim Panov +2Conformal Prediction Multicalibration and Calibration
Hydra: Marker-Free RGB-D Hand-Eye Calibration
Apr 29, 2025Martin Huber, Huanyu Tian, Christopher E. Mower +4Camera Intrinsics 3D Hand
Optimal and Provable Calibration in High-Dimensional Binary Classification: Angular Calibration and Platt Scaling
Feb 21, 2025Yufan Li, Pragya SurMulticalibration and Calibration Binary Classification
Data Alchemy: Mitigating Cross-Site Model Variability Through Test Time Data Calibration
Jul 18, 2024Abhijeet Parida, Antonia Alomar, Zhifan Jiang +7Computational Pathology Extreme Class Imbalance
Breaking the $T^{2/3}$ Barrier for Sequential Calibration
Jun 19, 2024Yuval Dagan, Constantinos Daskalakis, Maxwell Fishelson +3Multicalibration and Calibration Load Forecasting
Calibrated Stackelberg Games: Learning Optimal Commitments Against Calibrated Agents
Jun 5, 2023Nika Haghtalab, Chara Podimata, Kunhe YangMulticalibration and Calibration
A Calibration Audit of Confidence in Feed-Forward 3D Reconstruction Models
Date pendingNanxing Nick Deng, Qing Cheng, Niclas Zeller +1Feed-Forward 3D Reconstruction Reconstruction Error
The C-index illusion: discrimination without calibration in published survival models
Date pendingRafael da Silva, Danilo AlvaresSurvival Predictions Survival Analysis

May 10, 2026 · cs.LGJ/K move · Enter open · S save

Instance-Adaptive Online Multicalibration

Zhiming Huang, Jamie Morgenstern, Aaron Roth, Claire Jie Zhang

Paul G. Allen School of Computer Science and Engineering, University of Washington · Department of Computer and Information Sciences, University of Pennsylvania

We study online multicalibration beyond the worst-case. We give a single, efficient algorithm which dynamically interpolates between benign and worst-case sequences by adaptively refining a dyadic grid of prediction values. Its error is controlled by the number of leaves in the refinement tree. Our analysis recovers the known

\widetilde O(T^{2/3})

worst-case-optimal rate for online multicalibration, while simultaneously automatically adapting to easier instances: in the marginal stochastic setting it obtains a rate of

\widetilde O(\sqrt T)

, and for piecewise-stationary means with

J

segments its rate is

\widetilde O(\sqrt{JT})

. More generally, the rate depends on a threshold-complexity measure of the predictable mean process relative to the group family. We show that this dependence is tight up to logarithmic factors.

Learning-Augmented Algorithms Multicalibration and Calibration Worst-Case Refinement

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