:: Library Catalog

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Bibliographische Detailangaben
Hauptverfasser:	Luebsen, Jannis O., Eichler, Annika
Format:	Preprint
Veröffentlicht:	2025
Schlagworte:	Machine Learning Systems and Control
Online-Zugang:	https://arxiv.org/abs/2503.08555
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

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Safe Bayesian Optimization for Uncertain Correlation Matrices in Linear Models of Co-Regionalization
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Robust Nonlinear System Identification in Reproducing Kernel Hilbert Spaces via Scenario Optimization
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Optimal Parameter Adaptation for Safety-Critical Control via Safe Barrier Bayesian Optimization
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Probabilistic Safety Guarantee for Stochastic Control Systems Using Average Reward MDPs
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Pick-to-Learn for Systems and Control: Data-driven Synthesis with State-of-the-art Safety Guarantees
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Safety in safe Bayesian optimization and its ramifications for control
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A new perspective on Bayesian Operational Modal Analysis
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Falsification of Cyber-Physical Systems using Bayesian Optimization
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Local Bayesian Optimization for Controller Tuning with Crash Constraints
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Multi-CALF: A Policy Combination Approach with Statistical Guarantees
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Structured Cooperative Multi-Agent Reinforcement Learning: a Bayesian Network Perspective
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Neural Operators for Multi-Task Control and Adaptation
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DIAL: Distribution-Informed Adaptive Learning of Multi-Task Constraints for Safety-Critical Systems
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Towards Fast Rates for Federated and Multi-Task Reinforcement Learning
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Safe Guaranteed Exploration for Non-linear Systems
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On Stability in Optimistic Bilevel Optimization
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Imitation Learning of MPC with Neural Networks: Error Guarantees and Sparsification
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Guaranteeing Control Requirements via Reward Shaping in Reinforcement Learning
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Neural Contraction Metrics with Formal Guarantees for Discrete-Time Nonlinear Dynamical Systems
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Negative Imaginary Neural ODEs: Learning to Control Mechanical Systems with Stability Guarantees
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Data-driven Reachable Set Estimation with Tunable Adversarial and Wasserstein Distributional Guarantees
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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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