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Bibliographic Details
Main Authors:	Rayala, Surya, Quinones-Grueiro, Marcos, Mohammed, Naveeduddin, S, Ashwin T, Goldberg, Benjamin, Spain, Randall, Lawton, Paige, Biswas, Gautam
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2512.23819
Tags:	Add Tag No Tags, Be the first to tag this record!

On the Design of Safe Continual RL Methods for Control of Nonlinear Systems
by: Coursey, Austin, et al.
Published: (2025)

Safe Continual Reinforcement Learning in Non-stationary Environments
by: Coursey, Austin, et al.
Published: (2026)

Trainee Action Recognition through Interaction Analysis in CCATT Mixed-Reality Training
by: Mereddy, Divya, et al.
Published: (2025)

A Theory of Adaptive Scaffolding for LLM-Based Pedagogical Agents
by: Cohn, Clayton, et al.
Published: (2025)

Multimodal Methods for Analyzing Learning and Training Environments: A Systematic Literature Review
by: Cohn, Clayton, et al.
Published: (2024)

Personalizing Student-Agent Interactions Using Log-Contextualized Retrieval-Augmented Generation (RAG)
by: Cohn, Clayton, et al.
Published: (2025)

Field Deployment of Multi-Agent Reinforcement Learning Based Variable Speed Limit Controllers
by: Zhang, Yuhang, et al.
Published: (2024)

MARVEL: Multi-Agent Reinforcement-Learning for Large-Scale Variable Speed Limits
by: Zhang, Yuhang, et al.
Published: (2023)

Phase Re-service in Reinforcement Learning Traffic Signal Control
by: Zhang, Zhiyao, et al.
Published: (2024)

AI-Assisted Competency Assessment from Egocentric Video in Simulation-Based Nursing Education
by: Wang, Hanchen David, et al.
Published: (2026)

A Theory-Guided LLM Pedagogical Agent for STEM+C Scaffolding Without Over-Reliance
by: Cohn, Clayton, et al.
Published: (2026)

LearnLens: An AI-Enhanced Dashboard to Support Teachers in Open-Ended Classrooms
by: Srivastava, Namrata, et al.
Published: (2025)

FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection
by: Coursey, Austin, et al.
Published: (2024)

Improving Computational Cost of Bayesian Optimization for Controller Tuning with a Multi-stage Tuning Framework
by: Ares-Milian, Marlon J., et al.
Published: (2024)

Using Large Language Models to Detect Socially Shared Regulation of Collaborative Learning
by: Zhang, Jiayi, et al.
Published: (2026)

Evidence-Decision-Feedback: Theory-Driven Adaptive Scaffolding for LLM Agents
by: Cohn, Clayton, et al.
Published: (2026)

Real-World Deployment and Assessment of a Multi-Agent Reinforcement Learning-Based Variable Speed Limit Control System
by: Zhang, Yuhang, et al.
Published: (2025)

Alignment Verifiability in Large Language Models: Normative Indistinguishability under Behavioral Evaluation
by: Santos-Grueiro, Igor
Published: (2026)

When Evaluation Becomes a Side Channel: Regime Leakage and Structural Mitigations for Alignment Assessment
by: Santos-Grueiro, Igor
Published: (2026)

Ghost in the Context: Measuring Policy-Carriage Failures in Decision-Time Assembly
by: Santos-Grueiro, Igor
Published: (2026)

MAGNO_WP2_T2.2_RETAILER.json
by: Idener (Spain)
Published: (2026)

MAGNO_WP2_T2.5_rail_transport.py
by: Idener (Spain)
Published: (2026)

Addressing SHIP in the incoming 3rd generation CSP-TES: the COOPERANT concept
by: Idener (Spain)
Published: (2025)

D6.7 Report on joint planning activities with 5G-PPP
by: Atos (Spain)
Published: (2022)

VALUABLE PROJECT EXPLAINER VIDEOS (EDUCATIONAL)
by: Idener (Spain)
Published: (2024)

VALUABLE PROJECT EXPLAINER VIDEOS (EDUCATIONAL)
by: Idener (Spain)
Published: (2025)

Motherhood: Contemporary transitions and generational change. By T.Miller, Cambridge: Cambridge University Press. 2024. pp. 187. £22.99 (hbk). ISBN: 9781009413312
by: Sarah Spain
Published: (2024)

The Crimea 96 Conference: An Orchid of the Future.
by: Spain, Victoria
Published: (1997)

Unlocking the Window to New Forms of International Cooperation with Russia.
by: Spain, Victoria
Published: (1996)

The Image of the Other: Media Support for a Pluralistic Curriculum.
by: Spain, Louise
Published: (1989)

Russian Libraries, an Indestructible Part of National Memory: A Study Guide for Librarians.
by: Spain, Victoria
Published: (1996)

Democratising Early Career Researcher (ECR) Training for Dementia Research
by: Sarah Bauermeister
Published: (2024)

Data Management Plan version 3
by: Evenor-Tech (Spain)
Published: (2025)

BRILIAN Concept Infographic
by: FOOD+i (Spain)
Published: (2023)

21st century social services : a private or public affair? Examining the roles of government and volunteers in social service delivery / Meredith DeSpain, Sarah Looney
by: DeSpain, Meredith
Published: (2002)

International Librarianship: Issues and Activities.
by: Spain, Victoria, et al.
Published: (1997)

Robust Performance Evaluation of Independent and Identical Agents
by: Kambhampati, Ashwin
Published: (2024)

Simulation of surface x-ray emission from the ASTERICS ECR ion source
by: Thuillier, Thomas, et al.
Published: (2025)

Katharine Drexel: Educator and Liberator.
by: Spain, Sister Ruth Catherine
Published: (1996)

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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