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Main Authors:	Scarpa, Mattia, Pase, Francesco, Carli, Ruggero, Bruschetta, Mattia, Toso, Franscesco
Format:	Preprint
Published:	2025
Subjects:	Systems and Control Artificial Intelligence Computational Complexity Machine Learning
Online Access:	https://arxiv.org/abs/2504.00133
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A Sim-to-Real Vision-based Lane Keeping System for a 1:10-scale Autonomous Vehicle
by: Gallina, Antonio, et al.
Published: (2024)

A direct optimization algorithm for input-constrained MPC
by: Wu, Liang, et al.
Published: (2023)

The Algorithmic Regulator
by: Ruffini, Giulio
Published: (2025)

The Bayesian Separation Principle for Data-driven Control
by: Baggio, Giacomo, et al.
Published: (2024)

Linear Equations with Min and Max Operators: Computational Complexity
by: Chatterjee, Krishnendu, et al.
Published: (2024)

Cyber-Resilient System Identification for Power Grid through Bayesian Integration
by: Li, Shimiao, et al.
Published: (2025)

Data-driven stabilization of switched and constrained linear systems
by: Bianchi, Mattia, et al.
Published: (2022)

Combining Physics-based and Data-driven Modeling for Building Energy Systems
by: Von Krannichfeldt, Leandro, et al.
Published: (2024)

Multi-Agent Optimization and Learning: A Non-Expansive Operators Perspective
by: Bastianello, Nicola, et al.
Published: (2024)

Identification For Control Based on Neural Networks: Approximately Linearizable Models
by: Thieffry, Maxime, et al.
Published: (2024)

Data-driven Acceleration of MPC with Guarantees
by: Castellano, Agustin, et al.
Published: (2025)

Multi-Agent Path Finding For Large Agents Is Intractable
by: Agafonov, Artem, et al.
Published: (2025)

Hybrid Energy-Based Models for Physical AI: Provably Stable Identification of Port-Hamiltonian Dynamics
by: Betteti, Simone, et al.
Published: (2026)

Peaking into the Black-box: Prediction Intervals Give Insight into Data-driven Quadrotor Model Reliability
by: van Beers, Jasper, et al.
Published: (2024)

Stronger Approximation Guarantees for Non-Monotone γ-Weakly DR-Submodular Maximization
by: Jadav, Hareshkumar, et al.
Published: (2026)

Unified Projection-Free Algorithms for Adversarial DR-Submodular Optimization
by: Pedramfar, Mohammad, et al.
Published: (2024)

Subgradient Method for System Identification with Non-Smooth Objectives
by: Yalcin, Baturalp, et al.
Published: (2025)

Modelling, Positioning, and Deep Reinforcement Learning Path Tracking Control of Scaled Robotic Vehicles: Design and Experimental Validation
by: Caponio, Carmine, et al.
Published: (2024)

On the Complexity of Identification in Linear Structural Causal Models
by: Dörfler, Julian, et al.
Published: (2024)

Query-Efficient Zeroth-Order Algorithms for Nonconvex Constrained Optimization
by: Jin, Ruiyang, et al.
Published: (2025)

Optimal Sensor and Actuator Selection for Factored Markov Decision Processes: Complexity, Approximability and Algorithms
by: Bhargav, Jayanth, et al.
Published: (2024)

AI-Enabled Data-driven Intelligence for Spectrum Demand Estimation
by: Brown, Colin, et al.
Published: (2026)

Inner-approximate Reachability Computation via Zonotopic Boundary Analysis
by: Ren, Dejin, et al.
Published: (2024)

Data-driven HVAC Control Using Symbolic Regression: Design and Implementation
by: Ozawa, Yuki, et al.
Published: (2023)

A Multi-Scale Attention-Based Attack Diagnosis Mechanism for Parallel Cyber-Physical Attacks in Power Grids
by: Ren, Junhao, et al.
Published: (2025)

Möbius Transformations and the Analytic--Geometric Reconstruction of the Induction--Machine Circle Diagram
by: Gupta, Anubhav
Published: (2025)

Model-Free Load Frequency Control of Nonlinear Power Systems Based on Deep Reinforcement Learning
by: Chen, Xiaodi, et al.
Published: (2024)

A Control Theoretical Approach to Online Constrained Optimization
by: Casti, Umberto, et al.
Published: (2023)

Fuzzy Model Identification and Self Learning with Smooth Compositions
by: Sadjadi, Ebrahim Navid, et al.
Published: (2024)

Exploration of Multi-Element Collaborative Research and Application for Modern Power System Based on Generative Large Models
by: Cheng, Lu, et al.
Published: (2025)

Data-driven modeling and supervisory control system optimization for plug-in hybrid electric vehicles
by: Zhang, Hao, et al.
Published: (2024)

Approximate Model-Based Shielding for Safe Reinforcement Learning
by: Goodall, Alexander W., et al.
Published: (2023)

Generative Modeling and Data Augmentation for Power System Production Simulation
by: Xu, Linna, et al.
Published: (2024)

KCLNet: Physics-Informed Power Flow Prediction via Constraints Projections
by: Dogoulis, Pantelis, et al.
Published: (2025)

Integrating Physics-Based and Data-Driven Approaches for Probabilistic Building Energy Modeling
by: Von Krannichfeldt, Leandro, et al.
Published: (2025)

Data-driven Modeling of Combined Sewer Systems for Urban Sustainability: An Empirical Evaluation
by: Singh, Vipin, et al.
Published: (2024)

Enhancing LLMs for Power System Simulations: A Feedback-driven Multi-agent Framework
by: Jia, Mengshuo, et al.
Published: (2024)

PowerModelsGAT-AI: Physics-Informed Graph Attention for Multi-System Power Flow with Continual Learning
by: Ezeakunne, Chidozie, et al.
Published: (2026)

A Stochastic Operator Framework for Optimization and Learning with Sub-Weibull Errors
by: Bastianello, Nicola, et al.
Published: (2021)

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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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