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Bibliographic Details
Main Authors:	Durkin, Alex, Stolte, Jasper, Mercangöz, Mehmet
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Systems and Control
Online Access:	https://arxiv.org/abs/2510.03830
Tags:	Add Tag No Tags, Be the first to tag this record!

PI-CoF: A Bilevel Optimization Framework for Solving Active Learning Problems using Physics-Information
by: Dong, Liqiu, et al.
Published: (2024)

Autonomous Industrial Control using an Agentic Framework with Large Language Models
by: Vyas, Javal, et al.
Published: (2024)

Autonomous Control Leveraging LLMs: An Agentic Framework for Next-Generation Industrial Automation
by: Vyas, Javal, et al.
Published: (2025)

ARRTOC: Adversarially Robust Real-Time Optimization and Control
by: Ahmed, Akhil, et al.
Published: (2023)

Online Residual Learning from Offline Experts for Pedestrian Tracking
by: Vlachos, Anastasios, et al.
Published: (2024)

Offline Reinforcement Learning via Inverse Optimization
by: Dimanidis, Ioannis, et al.
Published: (2025)

Offline Hierarchical Reinforcement Learning via Inverse Optimization
by: Schmidt, Carolin, et al.
Published: (2024)

Control-Informed Reinforcement Learning for Chemical Processes
by: Bloor, Maximilian, et al.
Published: (2024)

Optimization Solution Functions as Deterministic Policies for Offline Reinforcement Learning
by: Khattar, Vanshaj, et al.
Published: (2024)

Streaming Generated Gaussian Process Experts for Online Learning and Control: Extended Version
by: Yang, Zewen, et al.
Published: (2025)

Offline Guarded Safe Reinforcement Learning for Medical Treatment Optimization Strategies
by: Yan, Runze, et al.
Published: (2025)

Safe Online Control-Informed Learning
by: Zhou, Tianyu, et al.
Published: (2025)

Online Learning for Supervisory Switching Control
by: Sun, Haoyuan, et al.
Published: (2026)

Online Control-Informed Learning
by: Liang, Zihao, et al.
Published: (2024)

Optimizing Operation Recipes with Reinforcement Learning for Safe and Interpretable Control of Chemical Processes
by: Brandner, Dean, et al.
Published: (2025)

Online Reinforcement Learning in Markov Decision Process Using Linear Programming
by: Leon, Vincent, et al.
Published: (2023)

Offline Reinforcement-Learning-Based Power Control for Application-Agnostic Energy Efficiency
by: Raj, Akhilesh, et al.
Published: (2026)

Operator Models for Continuous-Time Offline Reinforcement Learning
by: Hoischen, Nicolas, et al.
Published: (2025)

Safe and Near-Optimal Control with Online Dynamics Learning
by: Prajapat, Manish, et al.
Published: (2025)

Data Center Cooling System Optimization Using Offline Reinforcement Learning
by: Zhan, Xianyuan, et al.
Published: (2025)

Efficient Neural Hybrid System Learning and Transition System Abstraction for Dynamical Systems
by: Yang, Yejiang, et al.
Published: (2024)

Solving Offline Reinforcement Learning with Decision Tree Regression
by: Koirala, Prajwal, et al.
Published: (2024)

Recursively Feasible Probabilistic Safe Online Learning with Control Barrier Functions
by: Castañeda, Fernando, et al.
Published: (2022)

Online Optimization and Ambiguity-based Learning of Distributionally Uncertain Dynamic Systems
by: Li, Dan, et al.
Published: (2021)

Smoothed Online Optimization for Target Tracking: Robust and Learning-Augmented Algorithms
by: Zeynali, Ali, et al.
Published: (2025)

Optimizing Digital Therapeutic Interventions: Online Learning under Endogenous Adherence
by: Pulick, Eric, et al.
Published: (2026)

Introduction to Online Control
by: Hazan, Elad, et al.
Published: (2022)

Asynchronous Distributed Gaussian Process Regression for Online Learning and Dynamical Systems: Complementary Document
by: Yang, Zewen, et al.
Published: (2024)

Robust Bandwidth Estimation for Real-Time Communication with Offline Reinforcement Learning
by: Kai, Jian, et al.
Published: (2025)

On the System Theoretic Offline Learning of Continuous-Time LQR with Exogenous Disturbances
by: Mukherjee, Sayak, et al.
Published: (2025)

Entropy-regularized Diffusion Policy with Q-Ensembles for Offline Reinforcement Learning
by: Zhang, Ruoqi, et al.
Published: (2024)

Online Intention Prediction via Control-Informed Learning
by: Zhou, Tianyu, et al.
Published: (2026)

Multi-Agent Soft Actor-Critic with Coordinated Loss for Autonomous Mobility-on-Demand Fleet Control
by: Woywood, Zeno, et al.
Published: (2024)

Convex Chance-Constrained Stochastic Control under Uncertain Specifications with Application to Learning-Based Hybrid Powertrain Control
by: Kato, Teruki, et al.
Published: (2026)

LexiSafe: Offline Safe Reinforcement Learning with Lexicographic Safety-Reward Hierarchy
by: Yang, Hsin-Jung, et al.
Published: (2026)

Real-time Hybrid System Identification with Online Deterministic Annealing
by: Mavridis, Christos, et al.
Published: (2024)

From Imitation to Optimization: A Comparative Study of Offline Learning for Autonomous Driving
by: Guillen-Perez, Antonio
Published: (2025)

Robust Online Learning over Networks
by: Bastianello, Nicola, et al.
Published: (2023)

Decentralized Event-Triggered Online Learning for Safe Consensus of Multi-Agent Systems with Gaussian Process Regression
by: Dai, Xiaobing, 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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