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Bibliographic Details
Main Author:	de Sousa, Umberto Gonçalves
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2505.06300
Tags:	Add Tag No Tags, Be the first to tag this record!

LogGuardQ: A Cognitive-Enhanced Reinforcement Learning Framework for Cybersecurity Anomaly Detection in Security Logs
by: de Sousa, Umberto Gonçalves
Published: (2025)

QIXAI: A Quantum-Inspired Framework for Enhancing Classical and Quantum Model Transparency and Understanding
by: Willis, John M.
Published: (2024)

MADQRL: Distributed Quantum Reinforcement Learning Framework for Multi-Agent Environments
by: Sawaika, Abhishek, et al.
Published: (2026)

Human-Inspired Framework to Accelerate Reinforcement Learning
by: Beikmohammadi, Ali, et al.
Published: (2023)

Adaptive Action Duration with Contextual Bandits for Deep Reinforcement Learning in Dynamic Environments
by: Verma, Abhishek, et al.
Published: (2025)

Enhance Exploration in Safe Reinforcement Learning with Contrastive Representation Learning
by: Doan, Duc Kien, et al.
Published: (2025)

Quantum Reinforcement Learning by Adaptive Non-local Observables
by: Lin, Hsin-Yi, et al.
Published: (2025)

Provably Efficient Exploration in Quantum Reinforcement Learning with Logarithmic Worst-Case Regret
by: Zhong, Han, et al.
Published: (2023)

Enhancing Machine Learning for Imbalanced Medical Data: A Quantum-Inspired Approach to Synthetic Oversampling (QI-SMOTE)
by: Kashtriya, Vikas, et al.
Published: (2025)

Quantum Circuit Structure Optimization for Quantum Reinforcement Learning
by: Son, Seok Bin, et al.
Published: (2025)

Goal Exploration via Adaptive Skill Distribution for Goal-Conditioned Reinforcement Learning
by: Wu, Lisheng, et al.
Published: (2024)

Quantum-Inspired Machine Learning for Molecular Docking
by: Shu, Runqiu, et al.
Published: (2024)

CLeAN: Continual Learning Adaptive Normalization in Dynamic Environments
by: Marasco, Isabella, et al.
Published: (2026)

A Novel Framework for Uncertainty-Driven Adaptive Exploration
by: Bakopoulos, Leonidas, et al.
Published: (2025)

Safe Reinforcement Learning in Black-Box Environments via Adaptive Shielding
by: Bethell, Daniel, et al.
Published: (2024)

EFRame: Deeper Reasoning via Exploration-Filter-Replay Reinforcement Learning Framework
by: Wang, Chen, et al.
Published: (2025)

Human-Inspired Multi-Level Reinforcement Learning
by: Wu, Mingkang, et al.
Published: (2025)

Q-LIME $π$: A Quantum-Inspired Extension to LIME
by: Vargas, Nelson Colón
Published: (2024)

In-context Exploration-Exploitation for Reinforcement Learning
by: Dai, Zhenwen, et al.
Published: (2024)

Satisficing Exploration for Deep Reinforcement Learning
by: Arumugam, Dilip, et al.
Published: (2024)

Reinforcement Learning by Guided Safe Exploration
by: Yang, Qisong, et al.
Published: (2023)

New Statistical Framework for Extreme Error Probability in High-Stakes Domains for Reliable Machine Learning
by: Michelucci, Umberto, et al.
Published: (2025)

Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching
by: Aytes, Simon A., et al.
Published: (2025)

External Model Motivated Agents: Reinforcement Learning for Enhanced Environment Sampling
by: Bhagat, Rishav, et al.
Published: (2024)

A Temporally Correlated Latent Exploration for Reinforcement Learning
by: Oh, SuMin, et al.
Published: (2024)

Q-Policy: Quantum-Enhanced Policy Evaluation for Scalable Reinforcement Learning
by: Cherukuri, Kalyan, et al.
Published: (2025)

Adaptive Memory Crystallization for Autonomous AI Agent Learning in Dynamic Environments
by: Khanda, Rajat, et al.
Published: (2026)

Brain-Inspired Planning for Better Generalization in Reinforcement Learning
by: Zhao, Mingde "Harry"
Published: (2025)

Lyapunov-Aware Quantum-Inspired Reinforcement Learning for Continuous-Time Vehicle Control: A Feasibility Study
by: Kraipatthanapong, Nutkritta, et al.
Published: (2025)

Adaptive Intelligent Secondary Control of Microgrids Using a Biologically-Inspired Reinforcement Learning
by: Jafari, Mohammad, et al.
Published: (2019)

Learn-by-interact: A Data-Centric Framework for Self-Adaptive Agents in Realistic Environments
by: Su, Hongjin, et al.
Published: (2025)

Is Exploration or Optimization the Problem for Deep Reinforcement Learning?
by: Berseth, Glen
Published: (2025)

Neighboring State-based Exploration for Reinforcement Learning
by: Li, Yu-Teng, et al.
Published: (2022)

Variable-Agnostic Causal Exploration for Reinforcement Learning
by: Nguyen, Minh Hoang, et al.
Published: (2024)

Exploration in Knowledge Transfer Utilizing Reinforcement Learning
by: Jedlička, Adam, et al.
Published: (2024)

Sporadic Federated Learning Approach in Quantum Environment to Tackle Quantum Noise
by: Rahman, Ratun, et al.
Published: (2025)

Reasoning through Exploration: A Reinforcement Learning Framework for Robust Function Calling
by: Hao, Bingguang, et al.
Published: (2025)

Is Exploration All You Need? Effective Exploration Characteristics for Transfer in Reinforcement Learning
by: Balloch, Jonathan C., et al.
Published: (2024)

Explorative Imitation Learning: A Path Signature Approach for Continuous Environments
by: Gavenski, Nathan, 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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