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Bibliographic Details
Main Authors:	Zhang, Tianyi, Xue, Xiangyuan, Ruan, Lingyan, Fu, Shiya, Xia, Feng, D'Alfonso, Simon, Kostakos, Vassilis, Dang, Ting, Jia, Hong
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2512.02716
Tags:	Add Tag No Tags, Be the first to tag this record!

Predicting Affective States from Screen Text Sentiment
by: Teng, Songyan, et al.
Published: (2024)

Efficient and Personalized Mobile Health Event Prediction via Small Language Models
by: Wang, Xin, et al.
Published: (2024)

Enabling On-Device LLMs Personalization with Smartphone Sensing
by: Zhang, Shiquan, et al.
Published: (2024)

AutoJournaling: A Context-Aware Journaling System Leveraging MLLMs on Smartphone Screenshots
by: Zhang, Tianyi, et al.
Published: (2024)

Do LLMs Need to See Everything? A Benchmark and Study of Failures in LLM-driven Smartphone Automation using Screentext vs. Screenshots
by: Zhang, Shiquan, et al.
Published: (2026)

HealthSLM-Bench: Benchmarking Small Language Models for Mobile and Wearable Healthcare Monitoring
by: Wang, Xin, et al.
Published: (2025)

Leveraging LLMs to Predict Affective States via Smartphone Sensor Features
by: Zhang, Tianyi, et al.
Published: (2024)

Behavioral Indicators of Loneliness: Predicting University Students' Loneliness Scores from Smartphone Sensing Data
by: Wu, Qianjie, et al.
Published: (2025)

VitalAgent: A Tool-Augmented Agent for Reactive and Proactive Physiological Monitoring over Wearable Health Data
by: Zhu, Di, et al.
Published: (2026)

AWARE Narrator and the Utilization of Large Language Models to Extract Behavioral Insights from Smartphone Sensing Data
by: Zhang, Tianyi, et al.
Published: (2024)

ScreenTK: Seamless Detection of Time-Killing Moments Using Continuous Mobile Screen Text and On-Device LLMs
by: Fang, Le, et al.
Published: (2024)

MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models
by: Yang, Kailai, et al.
Published: (2023)

Edge-Cloud Collaborative Speech Emotion Captioning via Token-Level Speculative Decoding in Audio-Language Models
by: Xue, Xiangyuan, et al.
Published: (2026)

Situationally-Induced Impairments and Disabilities Research
by: Sarsenbayeva, Zhanna, et al.
Published: (2019)

Real-Time Detection of Robot Failures Using Gaze Dynamics in Collaborative Tasks
by: Tabatabaei, Ramtin, et al.
Published: (2025)

Gazing at Failure: Investigating Human Gaze in Response to Robot Failure in Collaborative Tasks
by: Tabatabaei, Ramtin, et al.
Published: (2025)

Placement of Microservices-based IoT Applications in Fog Computing: A Taxonomy and Future Directions
by: Pallewatta, Samodha, et al.
Published: (2022)

Smartphone App Usage Prediction Using Points of Interest
by: Yu, Donghan, et al.
Published: (2017)

Exploring Large-Scale Language Models to Evaluate EEG-Based Multimodal Data for Mental Health
by: Hu, Yongquan, et al.
Published: (2024)

Scaling Auditory Cognition via Test-Time Compute in Audio Language Models
by: Dang, Ting, et al.
Published: (2025)

Beyond Semantics: An Evidential Reasoning-Aware Multi-View Learning Framework for Trustworthy Mental Health Prediction
by: Ruan, Yucheng, et al.
Published: (2026)

Disentangling Reasoning in Large Audio-Language Models for Ambiguous Emotion Prediction
by: Yu, Xiaofeng, et al.
Published: (2026)

Open Access NAO (OAN): a ROS2-based software framework for HRI applications with the NAO robot
by: Bono, Antonio, et al.
Published: (2024)

Myoclonus‐Dystonia plus Syndrome in a Patient Carrying a Novel TCF20 Variant
by: Luca Magistrelli, et al.
Published: (2024)

Polyelectrolyte Elastomer‐Based Ionotronic Electro‐Mechano‐Optical Devices (Small 42/2025)
by: Yuan Huang, et al.
Published: (2025)

Parameter-Free Neural Lens Blur Rendering for High-Fidelity Composites
by: Ruan, Lingyan, et al.
Published: (2025)

Test-Time Adaptation for Speech Emotion Recognition
by: Dong, Jiaheng, et al.
Published: (2026)

Menta2357/H-lder-AlcyoneRD9: Versión inicial (Hölder–AlcyoneRD9)
by: Menta2357
Published: (2025)

Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data
by: Xu, Xuhai, et al.
Published: (2023)

Decoding Ambiguous Emotions with Test-Time Scaling in Audio-Language Models
by: Jia, Hong, et al.
Published: (2026)

MentalChat16K: A Benchmark Dataset for Conversational Mental Health Assistance
by: Xu, Jia, et al.
Published: (2025)

CYGENT: A cybersecurity conversational agent with log summarization powered by GPT-3
by: Balasubramanian, Prasasthy, et al.
Published: (2024)

ExAI5G: A Logic-Based Explainable AI Framework for Intrusion Detection in 5G Networks
by: Sheikhi, Saeid, et al.
Published: (2026)

Hybrid Reputation Aggregation: A Robust Defense Mechanism for Adversarial Federated Learning in 5G and Edge Network Environments
by: Sheikhi, Saeid, et al.
Published: (2025)

Less or More: Towards Glanceable Explanations for LLM Recommendations Using Ultra-Small Devices
by: Wang, Xinru, et al.
Published: (2025)

Menta N° 2 La princesa de los Kikigotes / edotor Ramón Espinoza, diseño editorial Diego Rodríguez
Published: (2023)

Perspectives of Mental Health Nurses About Sexual Safety in Acute Inpatient Mental Health Units
by: Michael Olasoji, et al.
Published: (2024)

Exploration of Perceptual Speech Features for Clinical Decision-Support in Mental Health Care
by: Lyberatos, Vassilis, et al.
Published: (2026)

InfoPrint: Embedding Information into 3D Printed Objects
by: Jiang, Weiwei, et al.
Published: (2021)

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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