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Bibliographic Details
Main Authors:	Middelhuis, J., Bianco, R. Lo, Scherzer, E., Bukhsh, Z. A., Adan, I. J. B. F., Dijkman, R. M.
Format:	Preprint
Published:	2023
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2304.09970
Tags:	Add Tag No Tags, Be the first to tag this record!

Automated decision-making for dynamic task assignment at scale
by: Bianco, Riccardo Lo, et al.
Published: (2025)

GymPN: A Library for Decision-Making in Process Management Systems
by: Bianco, Riccardo Lo, et al.
Published: (2025)

A Universal Approach to Feature Representation in Dynamic Task Assignment Problems
by: Bianco, Riccardo Lo, et al.
Published: (2025)

Evaluating LLM-Based Process Explanations under Progressive Behavioral-Input Reduction
by: van Oerle, P., et al.
Published: (2025)

Offline Reinforcement Learning for Learning to Dispatch for Job Shop Scheduling
by: van Remmerden, Jesse, et al.
Published: (2024)

Generalizing Beyond Suboptimality: Offline Reinforcement Learning Learns Effective Scheduling through Random Data
by: van Remmerden, Jesse, et al.
Published: (2025)

Unsupervised anomaly detection algorithms on real-world data: how many do we need?
by: Bouman, Roel, et al.
Published: (2023)

Online Control of Adaptive Large Neighborhood Search using Deep Reinforcement Learning
by: Reijnen, Robbert, et al.
Published: (2022)

How well can a large language model explain business processes as perceived by users?
by: Fahland, Dirk, et al.
Published: (2024)

Evaluating COVID-19 vaccine allocation policies using Bayesian $m$-top exploration
by: Cimpean, Alexandra, et al.
Published: (2023)

Information-driven Affordance Discovery for Efficient Robotic Manipulation
by: Mazzaglia, Pietro, et al.
Published: (2024)

Machine learning-based cloud resource allocation algorithms: a comprehensive comparative review
by: Bodra, Deep, et al.
Published: (2025)

Seeking and leveraging alternative variable dependency concepts in gray-box-elusive bimodal land-use allocation problems
by: Maciążek, J., et al.
Published: (2025)

Deep Multi-Objective Reinforcement Learning for Utility-Based Infrastructural Maintenance Optimization
by: van Remmerden, Jesse, et al.
Published: (2024)

Optimal patient allocation for echocardiographic assessments
by: Sun, Bozhi, et al.
Published: (2025)

Job Shop Scheduling Benchmark: Environments and Instances for Learning and Non-learning Methods
by: Reijnen, Robbert, et al.
Published: (2023)

Interactive Multi Interest Process Pattern Discovery
by: Vazifehdoostirani, Mozhgan, et al.
Published: (2023)

Hybrid Training for Vision-Language-Action Models
by: Mazzaglia, Pietro, et al.
Published: (2025)

Trustworthy and Explainable Decision-Making for Workforce allocation
by: Povéda, Guillaume, et al.
Published: (2024)

What About the Scene with the Hitler Reference? HAUNT: A Framework to Probe LLMs' Self-consistency Via Adversarial Nudge
by: Dutta, Arka, et al.
Published: (2025)

Learning Efficient and Fair Policies for Uncertainty-Aware Collaborative Human-Robot Order Picking
by: Smit, Igor G., et al.
Published: (2024)

Focusing on What Matters: Object-Agent-centric Tokenization for Vision Language Action models
by: Bendikas, Rokas, et al.
Published: (2025)

On the existence of EFX allocations in multigraphs
by: Sgouritsa, Alkmini, et al.
Published: (2025)

Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
by: Jimenez-Roa, Lisandro A., et al.
Published: (2024)

Pan-protein Design Learning Enables Task-adaptive Generalization for Low-resource Enzyme Design
by: Zheng, Jiangbin, et al.
Published: (2024)

A Driver Advisory System Based on Large Language Model for High-speed Train
by: Luo, Y. C., et al.
Published: (2025)

Machine Learning-based vs Deep Learning-based Anomaly Detection in Multivariate Time Series for Spacecraft Attitude Sensors
by: Gallon, R., et al.
Published: (2024)

Unpacking the inertia in resource allocation adjustments of multi‐business firms
by: Niklas M. Lindlbauer, et al.
Published: (2025)

Preliminaries to artificial consciousness: a multidimensional heuristic approach
by: Evers, K., et al.
Published: (2024)

A Reality check of the benefits of LLM in business
by: Cheung, Ming
Published: (2024)

The standardization process in the second stage
by: García Pedraza, Rubén
Published: (2025)

Large Language Models Relearn Removed Concepts
by: Lo, Michelle, et al.
Published: (2024)

On Revealing the Hidden Problem Structure in Real-World and Theoretical Problems Using Walsh Coefficient Influence
by: Przewozniczek, M. W., et al.
Published: (2025)

Learning Unified Control of Intrinsic Nonlinear Spin Dynamics in Atomic Qudits for Magnetometry
by: Cao, C. Z., et al.
Published: (2026)

Enhancing Worldwide Image Geolocation by Ensembling Satellite-Based Ground-Level Attribute Predictors
by: Bianco, Michael J., et al.
Published: (2024)

Moving between high-quality optima using multi-satisfiability characteristics in hard-to-solve Max3Sat instances
by: Piatek, J., et al.
Published: (2025)

Off-policy Reinforcement Learning with Model-based Exploration Augmentation
by: Wang, Likun, et al.
Published: (2025)

Cross-Camera Distracted Driver Classification through Feature Disentanglement and Contrastive Learning
by: Celona, Luigi, et al.
Published: (2024)

Safe reinforcement learning with online filtering for fatigue-predictive human-robot task planning and allocation in production
by: Xue, Jintao, et al.
Published: (2026)

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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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