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Bibliographic Details
Main Authors:	Bose, Kartik, Kumar, Abhinandan, Soundararajan, Raghuraman, Mudgil, Priya, Ralmilay, Samonee, Dutta, Niharika, Singhal, Manphool, Kumar, Arun, Sen, Saugata, Patra, Anurima, Ghosh, Priya, Das, Abanti, Gupta, Amit, Verma, Ashish, Sudhakaran, Dipin, Dhamija, Ekta, Unde, Himangi, Kumar, Ishan, Rangarajan, Krithika, Garg, Prerna, Sequeira, Rachel, Shylendran, Sudhin, Yadav, Taruna, Pal, Tej, Gupta, Pankaj
Format:	Preprint
Published:	2026
Subjects:	Computation and Language Artificial Intelligence
Online Access:	https://arxiv.org/abs/2601.03232
Tags:	Add Tag No Tags, Be the first to tag this record!

Revolutionizing Pharmaceutical Manufacturing: Advances and Challenges of 3D Printing System and Control
by: Kumar, Rahul, et al.
Published: (2024)

MuSARCyto : Multi‐Head Self‐Attention‐Based Representation Learning for Unsupervised Clustering of Cytometry Data
by: Anubha Gupta, et al.
Published: (2025)

High Altitude Head and Neck Paragangliomas: A First Sub‐Himalayan Experience
by: Sudesh Kumar, et al.
Published: (2024)

A relativistic model for Quantum Plasmas
by: Mishra, Priya, et al.
Published: (2025)

Spectral properties of Cayley graphs over finite commutative rings
by: Priya, et al.
Published: (2024)

Fault Detection and Classification in Five‐Level Reduced Device Count Multilevel Inverter Using Fuzzy Logic System
by: Niraj Kumar Dewangan, et al.
Published: (2026)

Performance of a Deep Learning-Based Segmentation Model for Pancreatic Tumors on Public Endoscopic Ultrasound Datasets
by: Gupta, Pankaj, et al.
Published: (2026)

Nonexistence results of generalized bent functions from $\mathbb{Z}_3^n$ to $ \mathbb{Z}_m$
by: Dhankhar, Priya, et al.
Published: (2026)

Gauss sum with principal multiplicative character
by: Dhankhar, Priya, et al.
Published: (2025)

Selective Detection of Phosgene via a Fluorescence Activation Mechanism Employing a Synthetic Coumarin‐Derived Molecular System
by: Bhanu Priya, et al.
Published: (2026)

Electret‐induced antibacterial response of Mg 1‐ x Ca x Si 1‐ x Zr x O 3 ( x = 0–0.4) bioceramics
by: Priya Singh, et al.
Published: (2024)

Effect of Acacia nilotica Gum on the Physicochemical and Sensory Characteristics of Sterilised Flavoured Milk
by: Deepak Mudgil, et al.
Published: (2026)

Traumatic dental injuries and oral health‐related quality of life in children and adolescents with special health care needs in Eastern India: A case‐control study
by: Sri Priya Narayanan, et al.
Published: (2024)

LLM-Powered Knowledge Graphs for Enterprise Intelligence and Analytics
by: Kumar, Rajeev, et al.
Published: (2025)

Malaria detection using Deep Convolution Neural Network
by: Kumar, Sumit, et al.
Published: (2023)

A Variant of Dual Left Anterior Descending (LAD) Masquerading as LAD‐ACAOS: Clinico‐Anatomical Insight for a Diagnostic Reconsideration
by: Rajesh Vijayvergiya, et al.
Published: (2025)

Evaluation of Relative Active Tectonics and the Spatial Distribution of Landslides in the Yamne Valley (Arunachal Pradesh), Northeastern Himalaya, India
by: Priya Maurya, et al.
Published: (2025)

A generalization of Ramanujan's sum over finite groups
by: Kadyan, Monu, et al.
Published: (2025)

Quantum Hash Function Based on Spectral Properties of Graphs and Discrete Walker Dynamics
by: Kumar, Mohana Priya Thinesh, et al.
Published: (2025)

Opportunities and Challenges of Operating Semi-Autonomous Vehicles: A Layered Vulnerability Perspective
by: Mukherjee, Soumita, et al.
Published: (2026)

Statistical Inference for Generalized Half‐Normal Model Under Step‐Stress Accelerated Life Test in the Presence of Hybrid Censoring
by: Priya Yadav, et al.
Published: (2025)

X‐Ray Detection with High Dynamic Sensitivity and Ultra‐Low Detection Limits by Low‐Dimensional Hybrid Bismuth‐Iodides
by: Shresth Gupta, et al.
Published: (2025)

Multiferroicity in the Presence of Exchange Bias: The Case of Spinel CoMn 2 O 4
by: Pardeep Kumar, et al.
Published: (2025)

RecruitView: A Multimodal Dataset for Predicting Personality and Interview Performance for Human Resources Applications
by: Gupta, Amit Kumar, et al.
Published: (2025)

Intelligent Fault Localization of Switches in Multilevel Inverter
by: Jeevan N. D., et al.
Published: (2026)

Long‐Term Functional Outcomes in Pediatric Head and Neck Cancer Patients: A Systematic Review
by: Priya Arya, et al.
Published: (2024)

AI Regulation and Capitalist Growth: Balancing Innovation, Ethics, and Global Governance
by: Kulothungan, Vikram, et al.
Published: (2025)

Implications of the First JUNO Results for Dirac Neutrino Texture Zeros
by: Priya, et al.
Published: (2026)

Hybrid of Handcrafted Features and Learnable Features Using Multimodal Fusion Network for Brain Tumor Segmentation
by: Chayanika Bhattacharjee, et al.
Published: (2026)

Automatic AI controller that can drive with confidence: steering vehicle with uncertainty knowledge
by: Kumari, Neha, et al.
Published: (2024)

Paroxysmal hemicrania‐like headache secondary to an ischemic stroke
by: Ashwin Kumar Panda, et al.
Published: (2025)

Dosimetric Outcomes of IMRT and VMAT in Head and Neck Radiotherapy: Retrospective Institutional Experience.
by: Sunil Kumar
Published: (2025)

A Curious Confluence: Acquired Tracheal Web in a Child With Mounier–Kuhn Syndrome
by: Kalyana Prabhakaran, et al.
Published: (2025)

Improving the End‐to‐End Protection in E‐Voting Using BVM—Blockchain‐Based E‐Voting Mechanism
by: Sweta Gupta, et al.
Published: (2024)

Marine macro algae‐derived activated carbon an efficient bio‐sorbent for Malachite green removal from wastewater
by: Sayed Amreen, et al.
Published: (2024)

Unmanned aerial vehicles in collaboration with fog computing network for improving quality of service
by: Akshita Gupta, et al.
Published: (2024)

Comparative Analysis of Uranium Removal From Water by Amended Waste Based Adsorbents
by: Kaptan Singh, et al.
Published: (2025)

Performance Enhancement of Solar Still Couples With Solar Water Heater by Using Different PCM's and Nanoparticle Combinations
by: Santosh Kumar Gupta, et al.
Published: (2024)

Exergo‐enviro‐economic‐based investigations of novel solar stills enhanced by nanoparticles and PCM combinations
by: Santosh Kumar Gupta, et al.
Published: (2025)

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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