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Bibliographic Details
Main Authors:	Paterakis, George, Castellani, Andrea, Papoutsoglou, George, Rodemann, Tobias, Tsamardinos, Ioannis
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2508.11529
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Confidence Interval Estimation of Predictive Performance in the Context of AutoML
by: Paraschakis, Konstantinos, et al.
Published: (2024)

A Comparative Analysis of Influence Signals for Data Debugging
by: Myrtakis, Nikolaos, et al.
Published: (2025)

A Meta-Level Learning Algorithm for Sequential Hyper-Parameter Space Reduction in AutoML
by: Borboudakis, Giorgos, et al.
Published: (2023)

Towards Bayesian Data Selection
by: Rodemann, Julian
Published: (2024)

The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective
by: Krishna, Satyapriya, et al.
Published: (2022)

Agentopic: A Generative AI Agent Workflow for Explainable Topic Modeling
by: Kok-Shun, Brice Valentin, et al.
Published: (2026)

Verifying Machine Unlearning with Explainable AI
by: Vidal, Àlex Pujol, et al.
Published: (2024)

Stabilising Explainability Fragility in Cybersecurity AI: The Impact and Mitigation of Multicollinearity in Public Benchmark Datasets
by: Vourganas, Ioannis J., et al.
Published: (2026)

A Comprehensive Guide to Explainable AI: From Classical Models to LLMs
by: Hsieh, Weiche, et al.
Published: (2024)

Mind the XAI Gap: A Human-Centered LLM Framework for Democratizing Explainable AI
by: Paraschou, Eva, et al.
Published: (2025)

AISSISTANT: Human-AI Collaborative Review and Perspective Research Workflows in Data Science
by: Gaddipati, Sasi Kiran, et al.
Published: (2025)

Interpretable and Explainable Surrogate Modeling for Simulations: A State-of-the-Art Survey and Perspectives on Explainable AI for Decision-Making
by: Palar, Pramudita Satria, et al.
Published: (2026)

A Comprehensive Machine Learning Framework for Heart Disease Prediction: Performance Evaluation and Future Perspectives
by: Lamir, Ali Azimi, et al.
Published: (2025)

Exploring Machine Learning, Deep Learning, and Explainable AI Methods for Seasonal Precipitation Prediction in South America
by: Domingos, Matheus Corrêa, et al.
Published: (2025)

Self-Supervised Laplace Approximation for Bayesian Uncertainty Quantification
by: Rodemann, Julian, et al.
Published: (2026)

Trustworthy Intrusion Detection: Confidence Estimation Using Latent Space
by: Pitsiorlas, Ioannis, et al.
Published: (2024)

Reciprocal Learning
by: Rodemann, Julian, et al.
Published: (2024)

A Statistical Case Against Empirical Human-AI Alignment
by: Rodemann, Julian, et al.
Published: (2025)

Investigating the Duality of Interpretability and Explainability in Machine Learning
by: Garouani, Moncef, et al.
Published: (2025)

On the Relationship Between Interpretability and Explainability in Machine Learning
by: Leblanc, Benjamin, et al.
Published: (2023)

Explainable Machine Learning for ICU Readmission Prediction
by: de Sá, Alex G. C., et al.
Published: (2023)

Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey
by: Gu, Yang, et al.
Published: (2024)

Couler: Unified Machine Learning Workflow Optimization in Cloud
by: Wang, Xiaoda, et al.
Published: (2024)

Does Faithfulness Conflict with Plausibility? An Empirical Study in Explainable AI across NLP Tasks
by: Lu, Xiaolei, et al.
Published: (2024)

A Latent Space Metric for Enhancing Prediction Confidence in Earth Observation Data
by: Pitsiorlas, Ioannis, et al.
Published: (2024)

DeepSeek vs. ChatGPT vs. Claude: A Comparative Study for Scientific Computing and Scientific Machine Learning Tasks
by: Jiang, Qile, et al.
Published: (2025)

Performative Learning Theory
by: Rodemann, Julian, et al.
Published: (2026)

An evaluation framework for synthetic data generation models
by: Livieris, Ioannis E., et al.
Published: (2024)

Analyzing the Impact of Adversarial Examples on Explainable Machine Learning
by: Devabhakthini, Prathyusha, et al.
Published: (2023)

Explainability of Machine Learning Models under Missing Data
by: Vo, Tuan L., et al.
Published: (2024)

Present and Future of AI in Renewable Energy Domain : A Comprehensive Survey
by: Rashid, Abdur, et al.
Published: (2024)

Explainable AI for Correct Root Cause Analysis of Product Quality in Injection Moulding
by: Muaz, Muhammad, et al.
Published: (2025)

Toward Generalizable Graph Learning for 3D Engineering AI: Explainable Workflows for CAE Mode Shape Classification and CFD Field Prediction
by: Son, Tong Duy, et al.
Published: (2026)

Towards Trustworthy Keylogger detection: A Comprehensive Analysis of Ensemble Techniques and Feature Selections through Explainable AI
by: Mahmud, Monirul Islam
Published: (2025)

Explainable Machine Learning Framework for Cardiovascular Disease Diagnosis and Prognosis
by: Sourov, Md. Emon Akter, et al.
Published: (2025)

An Explainable Machine Learning Framework for the Accurate Diagnosis of Ovarian Cancer
by: Newaz, Asif, et al.
Published: (2023)

Conformal Prediction Beyond the Seen: A Missing Mass Perspective for Uncertainty Quantification in Generative Models
by: Noorani, Sima, et al.
Published: (2025)

xEEGNet: Towards Explainable AI in EEG Dementia Classification
by: Zanola, Andrea, et al.
Published: (2025)

Comparing Prior and Learned Time Representations in Transformer Models of Timeseries
by: Koliou, Natalia, et al.
Published: (2024)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// 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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