Overcoming the curse of dimensionality: Enabling multi-layer photon transport with recurrent neural network

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Carne, Daniel, Guo, Ziqi, Ruan, Xiulin
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Optics
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

FOS: A fully integrated open-source program for Fast Optical Spectrum calculations of nanoparticle media
di: Carne, Daniel, et al.
Pubblicazione: (2024)

Real-time all-optical signal equalisation with silicon photonic recurrent neural networks
di: Van Assche, Ruben, et al.
Pubblicazione: (2025)

Online training and pruning of multi-wavelength photonic neural networks
di: Zhang, Jiawei, et al.
Pubblicazione: (2024)

Nonlinear unitary circuits for photonic neural networks
di: Yu, Sunkyu, et al.
Pubblicazione: (2024)

Breaking Rayleigh's curse for two unbalanced single-photon emitters: BLESS technique
di: Katamadze, Konstantin, et al.
Pubblicazione: (2021)

An optoacoustic field-programmable perceptron for recurrent neural networks
di: Becker, Steven, et al.
Pubblicazione: (2023)

Multi-dimensional optical neural network
di: Jia, Zhetao, et al.
Pubblicazione: (2024)

Optoelectronic recurrent neural network using optical-electrical-optical converters with RC delay
di: Arahata, Masaya, et al.
Pubblicazione: (2024)

Scalable optical neural network with nonlocally coupled coherent photonic processor
di: Ren, Chun, et al.
Pubblicazione: (2026)

Integrated photonic deep neural network with end-to-end on-chip backpropagation training
di: Ashtiani, Farshid, et al.
Pubblicazione: (2025)

Emergent self-adaptation in an integrated photonic neural network for backpropagation-free learning
di: Lugnan, Alessio, et al.
Pubblicazione: (2023)

Single chip photonic deep neural network with accelerated training
di: Bandyopadhyay, Saumil, et al.
Pubblicazione: (2022)

Directional transport and nonlinear localization of light in a one-dimensional driven-dissipative photonic lattice
di: Blessan, Tony Mathew, et al.
Pubblicazione: (2025)

The multi-modes Bessel-Gaussian OAM hologram encoding based on convolutional neural networks
di: Li, Jinjin, et al.
Pubblicazione: (2024)

Engineering nonlinear activation functions for all-optical neural networks via quantum interference
di: Canora, Ruben, et al.
Pubblicazione: (2025)

A physics-defined recurrent neural network to compute coherent light wave scattering on the millimetre scale
di: Valantinas, Laurynas, et al.
Pubblicazione: (2022)

Programmable recirculating bricks mesh architecture for photonic neural networks
di: Gosciniak, Jacek
Pubblicazione: (2026)

Asymmetrical estimator for training encapsulated deep photonic neural networks
di: Wang, Yizhi, et al.
Pubblicazione: (2024)

Twisted bi-layer magnetic photonic crystals
di: Liu, You-Ming, et al.
Pubblicazione: (2025)

Three-dimensional non-reciprocal transport in photonic topological heterostructure of arbitrary shape
di: Wang, Mudi, et al.
Pubblicazione: (2024)

Overcoming the indirect bandgap: efficient silicon emission via momentum-expanded photonic states
di: Noskov, Aleksei I., et al.
Pubblicazione: (2025)

The thin line for optical neural networks towards broad practical relevance
di: Skalli, Anas, et al.
Pubblicazione: (2026)

Overcoming experimental obstacles in two-dimensional spectroscopy of a single molecule
di: Jana, Sanchayeeta, et al.
Pubblicazione: (2025)

Understanding multi-layered transmission matrices
di: Levin, Anat, et al.
Pubblicazione: (2024)

The convolutional neural networks for analysing the micro-cavity array multi-mode quantum frequency comb spectrum features
di: Shen, H., et al.
Pubblicazione: (2024)

Resonant optical tunnelling in planar three-layer photonic microstructures
di: Arosa, Yago, et al.
Pubblicazione: (2026)

A Review of AI-Driven Approaches for Nanoscale Heat Conduction and Radiation
di: Guo, Ziqi, et al.
Pubblicazione: (2025)

Physics-informed neural networks for imaging and parameter retrieval of photonic nanostructures from near-field data
di: Chen, Yuyao, et al.
Pubblicazione: (2021)

Integrated photonic computing: towards high-dimensional information processing
di: Qin, Ji, et al.
Pubblicazione: (2026)

Metasurface-empowered freely-arrangeable multi-task diffractive neural networks with weighted training
di: Tian, Yudong, et al.
Pubblicazione: (2025)

Training neural networks with end-to-end optical backpropagation
di: Spall, James, et al.
Pubblicazione: (2023)

Observation of multi-orbital Fano resonances in photonic lattices
di: Guzmán-Silva, Diego, et al.
Pubblicazione: (2025)

Overcoming stress limitations in SiN nonlinear photonics via a bilayer waveguide
di: McNulty, Karl J., et al.
Pubblicazione: (2024)

One-dimensional polarization-hybrid photonic crystal molecules
di: Li, Tiantong, et al.
Pubblicazione: (2026)

Fiber-based diffractive deep neural network
di: Kesgin, Bahadır Utku, et al.
Pubblicazione: (2025)

On-chip arbitrary dispersion engineering with deep photonic networks
di: Gorgulu, Kazim, et al.
Pubblicazione: (2025)

Field localisation and spin-momentum locking in zero-dimensional dissipative topological photonic interface state
di: Chong, Aidan H. Y., et al.
Pubblicazione: (2025)

Control-free and efficient integrated photonic neural networks via hardware-aware training and pruning
di: Xu, Tengji, et al.
Pubblicazione: (2024)

Structural phase transitions between layered Indium Selenide for inte-grated photonic memory
di: Li, Tiantian, et al.
Pubblicazione: (2025)

Analyzing partially-polarized light with a photonic deep random neural network
di: Petrini, Alessandro, et al.
Pubblicazione: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"it"
ui	"standard"
VUFIND_SESSION	"d7c0849960c2ba0e10052915b5b7e4a4"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790990788.4728 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "d7c0849960c2ba0e10052915b5b7e4a4" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"language=it; ui=standard; VUFIND_SESSION=d7c0849960c2ba0e10052915b5b7e4a4"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.217.142"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"39541"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2509_22890/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2509_22890/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790990788.4683
REQUEST_TIME	1790990788

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler