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Bibliographic Details
Main Authors:	Zhou, Zhiyi, Peng, Hexin, Long, Hongyu
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2505.01810
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Coverage Guarantees for Pseudo-Calibrated Conformal Prediction under Distribution Shift
by: Siahkali, Farbod, et al.
Published: (2026)

Probabilistic Conformal Coverage Guarantees in Small-Data Settings
by: Zwart, Petrus H.
Published: (2025)

ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees
by: Wang, Zhiyuan, et al.
Published: (2024)

Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees
by: Jaber, Edgar, et al.
Published: (2024)

Adaptive Coverage Policies in Conformal Prediction
by: Gauthier, Etienne, et al.
Published: (2025)

Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data
by: Zou, Xin, et al.
Published: (2024)

Guaranteed Coverage Prediction Intervals with Gaussian Process Regression
by: Papadopoulos, Harris
Published: (2023)

Conditional Coverage Diagnostics for Conformal Prediction
by: Braun, Sacha, et al.
Published: (2025)

Cluster Frequency Conformal Prediction for Local Coverage
by: Lavi, Tomer, et al.
Published: (2026)

PASC: Pipeline-Aware Conformal Prediction with Joint Coverage Guarantees for Multi-Stage NLP and LLM Pipelines
by: Kotte, Varun
Published: (2026)

Conformal Prediction Assessment: A Framework for Conditional Coverage Evaluation and Selection
by: Zhou, Zheng, et al.
Published: (2026)

Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning
by: Mollaali, Amirhossein, et al.
Published: (2025)

CONTINA: Confidence Interval for Traffic Demand Prediction with Coverage Guarantee
by: Yang, Chao, et al.
Published: (2025)

Online Conformal Prediction with Efficiency Guarantees
by: Srinivas, Vaidehi
Published: (2025)

Conformal Classification with Equalized Coverage for Adaptively Selected Groups
by: Zhou, Yanfei, et al.
Published: (2024)

Kandinsky Conformal Prediction: Beyond Class- and Covariate-Conditional Coverage
by: Bairaktari, Konstantina, et al.
Published: (2025)

Efficient Federated Conformal Prediction with Group-Conditional Guarantees
by: Wen, Haifeng, et al.
Published: (2026)

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

Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model Reliability
by: Bao, Jie, et al.
Published: (2025)

ST-BCP: Tightening Coverage Bound for Backward Conformal Prediction via Non-Conformity Score Transformation
by: Liu, Junxian, et al.
Published: (2026)

Smoothing-Based Conformal Prediction for Balancing Efficiency and Interpretability
by: Zheng, Mingyi, et al.
Published: (2025)

Questioning the Coverage-Length Metric in Conformal Prediction: When Shorter Intervals Are Not Better
by: Min, Yizhou, et al.
Published: (2026)

On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning
by: Scemama, Paul, et al.
Published: (2023)

Conformal Prediction for Class-wise Coverage via Augmented Label Rank Calibration
by: Shi, Yuanjie, et al.
Published: (2024)

Classification with Reject Option: Distribution-free Error Guarantees via Conformal Prediction
by: Szabadváry, Johan Hallberg, et al.
Published: (2025)

Scalable Data-Driven Reachability Analysis and Control via Koopman Operators with Conformal Coverage Guarantees
by: Nath, Devesh, et al.
Published: (2026)

Variational Inference with Coverage Guarantees in Simulation-Based Inference
by: Patel, Yash, et al.
Published: (2023)

Conformal Prediction Sets with Improved Conditional Coverage using Trust Scores
by: Kaur, Jivat Neet, et al.
Published: (2025)

Colorful Pinball: Density-Weighted Quantile Regression for Conditional Guarantee of Conformal Prediction
by: Chen, Qianyi, et al.
Published: (2025)

PAC Guarantees for Reinforcement Learning: Sample Complexity, Coverage, and Structure
by: Steier, Joshua
Published: (2026)

Uncertainty Guarantees on Automated Precision Weeding using Conformal Prediction
by: Melki, Paul, et al.
Published: (2025)

Noise-Adaptive Conformal Classification with Marginal Coverage
by: Bortolotti, Teresa, et al.
Published: (2025)

Document Summarization with Conformal Importance Guarantees
by: Kuwahara, Bruce, et al.
Published: (2025)

Recursively Feasible Shrinking-Horizon MPC in Dynamic Environments with Conformal Prediction Guarantees
by: Stamouli, Charis, et al.
Published: (2024)

ConformalNL2LTL: Translating Natural Language Instructions into Temporal Logic Formulas with Conformal Correctness Guarantees
by: Sundarsingh, David Smith, et al.
Published: (2025)

Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction
by: Zhang, Yunchuan, et al.
Published: (2023)

Rectifying Conformity Scores for Better Conditional Coverage
by: Plassier, Vincent, et al.
Published: (2025)

CONFEX: Uncertainty-Aware Counterfactual Explanations with Conformal Guarantees
by: Bilkhoo, Aman, et al.
Published: (2025)

Weighted Conformal Prediction Provides Adaptive and Valid Mask-Conditional Coverage for General Missing Data Mechanisms
by: Fan, Jiarong, et al.
Published: (2025)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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