learned_autoencoder_compression_for_bandwidthefficient_federated_learning_on_edge_devices_

Fuente: Zenodo

Saved in:

Bibliographic Details
Main Author:	NOORUDHEEN, KM
Format:	Recurso digital
Published:	Zenodo 2026
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Toward efficient resource utilization at edge nodes in federated learning
by: Alawadi, Sadi, et al.
Published: (2023)

Robustness to distribution shifts of compressed networks for edge devices
by: Shen, Lulan, et al.
Published: (2024)

Machine learning-based compression of quantum many body physics: PCA and autoencoder representation of the vertex function
by: Zang, Jiawei, et al.
Published: (2024)

On-device edge learning for IoT data streams: a survey
by: Lourenço, Afonso, et al.
Published: (2025)

CCSFLF: Cloud‐edge‐terminal collaborative self‐adaptive federated learning framework
by: Tong Zhou, et al.
Published: (2024)

Variational Bayes image restoration with compressive autoencoders
by: Biquard, Maud, et al.
Published: (2023)

Adaptive sampling using variational autoencoder and reinforcement learning
by: Rasheed, Adil, et al.
Published: (2025)

Variational autoencoder-based neural network model compression
by: Cheng, Liang, et al.
Published: (2024)

An autoencoder for compressing angle-resolved photoemission spectroscopy data
by: Agustsson, Steinn Ymir, et al.
Published: (2024)

Information compression via hidden subgroup quantum autoencoders
by: Liu, Feiyang, et al.
Published: (2023)

Multi-fidelity aerodynamic data fusion by autoencoder transfer learning
by: Nieto-Centenero, Javier, et al.
Published: (2025)

Analysis of regularized federated learning
by: Liu, Langming, et al.
Published: (2024)

Application of federated learning in manufacturing
by: Hegiste, Vinit, et al.
Published: (2022)

Distributed sequential federated learning
by: Wang, Z. F., et al.
Published: (2023)

An improved federated transfer learning model for intrusion detection in edge computing empowered wireless sensor networks
by: L. Raja, et al.
Published: (2024)

Context-dependent manifold learning: A neuromodulated constrained autoencoder approach
by: Adriaens, Jérôme, et al.
Published: (2026)

Solving deep-learning density functional theory via variational autoencoders
by: Costa, Emanuele, et al.
Published: (2024)

A multimodal dynamical variational autoencoder for audiovisual speech representation learning
by: Sadok, Samir, et al.
Published: (2023)

Interpretable representation learning of quantum data enabled by probabilistic variational autoencoders
by: de Schoulepnikoff, Paulin, et al.
Published: (2025)

Improving accuracy and convergence of federated learning edge computing methods for generalized DER forecasting applications in power grid
by: Nair, Vineet Jagadeesan, et al.
Published: (2024)

Online federated learning framework for classification
by: Guo, Wenxing, et al.
Published: (2025)

Distributed optimization: designed for federated learning
by: Guo, Wenyou, et al.
Published: (2025)

Lotus: learning-based online thermal and latency variation management for two-stage detectors on edge devices
by: Gong, Yifan, et al.
Published: (2024)

All-optical autoencoder machine learning framework using linear diffractive processors
by: Feng, Peijie, et al.
Published: (2024)

Bayesian full waveform inversion with learned prior using deep convolutional autoencoder
by: Hu, Shuhua, et al.
Published: (2025)

Structure-preserving model reduction of Hamiltonian systems by learning a symplectic autoencoder
by: Niggl, F. K. J.
Published: (2024)

Generative Distribution Embeddings: Lifting autoencoders to the space of distributions for multiscale representation learning
by: Fishman, Nic, et al.
Published: (2025)

Deep learning-based variational autoencoder for classification of quantum and classical states of light
by: Bhupati, Mahesh, et al.
Published: (2024)

Fault diagnosis of power equipment based on variational autoencoder and semi‐supervised learning
by: Bo Ye, et al.
Published: (2024)

Data‐driven quality prediction in injection molding: An autoencoder and machine learning approach
by: Kun‐Cheng Ke, et al.
Published: (2024)

A 3D mesh convolution-based autoencoder for geometry compression
by: Bregeon, Germain, et al.
Published: (2026)

Convolutional variational autoencoders for secure lossy image compression in remote sensing
by: Giuliano, Alessandro, et al.
Published: (2024)

Review on Anomaly detection based on federated learning
by: TANG, YIHAN
Published: (2026)

Automating aggregation strategy selection in federated learning
by: Pang, Dian S. Y., et al.
Published: (2026)

Learning from straggler clients in federated learning
by: Hard, Andrew, et al.
Published: (2024)

Prospects of federated machine learning in fluid dynamics
by: San, Omer, et al.
Published: (2022)

Effective and secure federated online learning to rank
by: Wang, Shuyi
Published: (2024)

Personalized federated learning based on feature fusion
by: Xing, Wolong, et al.
Published: (2024)

Efficient asynchronous federated learning with sparsification and quantization
by: Juncheng Jia, 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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"en"
ui	"standard"
VUFIND_SESSION	"75c3fa0cd69585613e98b3718f41257e"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790925966.2393 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "75c3fa0cd69585613e98b3718f41257e" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1757}

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=en; ui=standard; VUFIND_SESSION=75c3fa0cd69585613e98b3718f41257e"
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	"14657"
REDIRECT_URL	"/Record/zenodo_https___doi_org_10_5281_zenodo_18112133/Similar"
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/zenodo_https___doi_org_10_5281_zenodo_18112133/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790925966.2344
REQUEST_TIME	1790925966

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"en"
ui	"standard"
VUFIND_SESSION	"75c3fa0cd69585613e98b3718f41257e"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790925966.2393 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "75c3fa0cd69585613e98b3718f41257e" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1757}

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=en; ui=standard; VUFIND_SESSION=75c3fa0cd69585613e98b3718f41257e"
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	"14657"
REDIRECT_URL	"/Record/zenodo_https___doi_org_10_5281_zenodo_18112133/Similar"
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/zenodo_https___doi_org_10_5281_zenodo_18112133/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790925966.2344
REQUEST_TIME	1790925966

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: