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Main Authors:	Kolev, Nikola L., Trouton, Max, Canova, Filippo Federici, Thornton, Geoff, Gao, David Z., Curson, Neil J., Stock, Taylor J. Z.
Format:	Preprint
Published:	2025
Subjects:	Materials Science Artificial Intelligence
Online Access:	https://arxiv.org/abs/2506.01678
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Hydrogen Passivation Effects on Spatially Resolved Charge Trap Densities in Si(100)-SiO$_2$
by: Czarnecki, Adam J., et al.
Published: (2025)

Benchmarking of X‐Ray Fluorescence Microscopy with Ion Beam Implanted Samples Showing Detection Sensitivity of Hundreds of Atoms
by: Mateus G. Masteghin, et al.
Published: (2024)

Spatially resolved dielectric loss at the Si/SiO$_2$ interface
by: Cowie, Megan, et al.
Published: (2023)

Spatially resolved random telegraph fluctuations of a single trap at the Si/SiO2 interface
by: Cowie, Megan, et al.
Published: (2024)

Single‐Atom Control of Arsenic Incorporation in Silicon for High‐Yield Artificial Lattice Fabrication
by: Taylor J. Z. Stock, et al.
Published: (2024)

Overcoming Data Scarcity in Generative Language Modelling for Low-Resource Languages: A Systematic Review
by: McGiff, Josh, et al.
Published: (2025)

Use of Scanning Tunnelling Microscopy for Atomic Manipulation on Semiconductors
by: Houselt, Ari van - Zandvliet, J. W
Published: (2074)

Chirality Detection in Scanning Tunneling Microscopy Data Using Artificial Intelligence
by: Tim J. Seifert, et al.
Published: (2024)

Detection of MEMS Acoustics via Scanning Tunneling Microscopy
by: Elbertse, R. J. G., et al.
Published: (2026)

Mesoscopic Modeling of Structure-Transport Relationships in Dense CNT Films Containing Amorphous Carbon
by: Giret, Yvelin, et al.
Published: (2025)

High Dynamic Range Scanning Tunneling Microscopy
by: Karić, Ajla, et al.
Published: (2024)

Improving atomic force microscopy structure discovery via style-translation
by: Huang, Jie, et al.
Published: (2025)

Inverted-Mode Scanning Tunneling Microscopy for Atomically Precise Fabrication
by: Barrera, Eduardo, et al.
Published: (2025)

Needle in a haystack: efficiently finding atomically defined quantum dots for electrostatic force microscopy
by: Bustamante, José, et al.
Published: (2024)

DeepConf: Machine Learning Conformer Reconstruction of Biomolecules from Scanning Tunneling Microscopy Images
by: Seifert, Tim J., et al.
Published: (2026)

FAIR-by-design approach: the Scanning Tunneling Microscopy case
by: Panighel, Mirco
Published: (2023)

Theory of Electron Spin Resonance in Scanning Tunneling Microscopy
by: Ast, Christian R., et al.
Published: (2024)

Scanning Tunneling Microscopy in high vectorial magnetic fields
by: Ozores, Jaime Rumeu, et al.
Published: (2026)

Scanning Tunneling Microscopy for Molecules: Effects of Electron Propagation into Vacuum
by: Grewal, Abhishek, et al.
Published: (2024)

Fingerprints of Composite Fermion Lambda Levels in Scanning Tunneling Microscopy
by: Pu, Songyang, et al.
Published: (2023)

Carpal Tunnel Syndrome in ARL Libraries.
by: Thornton, Joyce K.
Published: (1997)

MORTAR WITH UNSERVICEABLE TIRE RESIDUES
by: J. A. Canova
Published: (2009)

Reconstructing Pristine Molecular Orbitals from Scanning Tunneling Microscopy Images via Artificial Intelligence Approaches
by: Zhu, Yu, et al.
Published: (2025)

Acquisition of Multiple Real-Time Images for Laser Scanning Microscopy
by: Sanderson, Michael J
Published: (1986)

Atomic Structures and Electronic Properties of Carbide Surfaces Unraveled by Scanning Tunneling Microscopy
by: Weijun Guo, et al.
Published: (2024)

Scanning Electron Microscopy
by: Elizabeth R. Fischer, et al.
Published: (2024)

Combining Electron Spin Resonance Spectroscopy with Scanning Tunneling Microscopy at High Magnetic Fields
by: Drost, Robert, et al.
Published: (2021)

Extracting the Transport Channel Transmissions in Scanning Tunneling Microscopy using the Superconducting Excess Current
by: Senkpiel, Jacob, et al.
Published: (2021)

Why Scanning Tunneling Microscopy on Sr$_2$RuO$_4$ sometimes doesn't see the superconducting gap
by: Valadkhani, Adrian, et al.
Published: (2024)

Scanning Electron Microscopy and Atomic Force Microscopy of Composite Nanofibres
by: Wei, Oufu - Tao, Dan - Gao, Weidong - Huang, Yubo
Published: (2072)

Complementary two dimensional carrier profiles of 4H-SiC MOSFETs by Scanning Spreading Resistance Microscopy and Scanning Capacitance Microscopy
by: Fiorenza, Patrick, et al.
Published: (2024)

ConECT Dataset: Overcoming Data Scarcity in Context-Aware E-Commerce MT
by: Pokrywka, Mikołaj, et al.
Published: (2025)

Overcoming Data Scarcity in Multi-Dialectal Arabic ASR via Whisper Fine-Tuning
by: Özyilmaz, Ömer Tarik, et al.
Published: (2025)

Unsupervised Reward-Driven Image Segmentation in Automated Scanning Transmission Electron Microscopy Experiments
by: Barakati, Kamyar, et al.
Published: (2024)

Self-Tuning Regularization for Image Scanning Microscopy
by: Agostoni, Sofia, et al.
Published: (2026)

Image Scanning Microscopy Reconstruction by Autocorrelation Inversion
by: Ancora, Daniele, et al.
Published: (2024)

Surface Properties of CeB 6 and Challenges in Surface Preparation Revealed by Scanning Tunneling Microscopy
by: M. Victoria Ale Crivillero, et al.
Published: (2026)

Scanning Ion Conductance Microscopy: Zero Force Imaging of Living Cells
by: Wilkins, Shelley J. - Finlan, Martin F. - Finlan, Corinne S. G
Published: (2075)

A Study of Data Augmentation Techniques to Overcome Data Scarcity in Wound Classification using Deep Learning
by: Narayanan, Harini, 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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