Continual Learning to Generalize Forwarding Strategies for Diverse Mobile Wireless Networks

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Park, Cheonjin, Manfredi, Victoria, Zhang, Xiaolan, Liu, Chengyi, Wolfe, Alicia P, Song, Dongjin, Tasneem, Sarah, Wang, Bing
Format:	Preprint
Publié:	2025
Sujets:	Networking and Internet Architecture Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

MobiWorld: World Models for Mobile Wireless Network
par: Chai, Haoye, et autres
Publié: (2025)

Enhancing Wireless Networks with Attention Mechanisms: Insights from Mobile Crowdsensing
par: Yang, Yaoqi, et autres
Publié: (2024)

Bandit-Based Charging with Beamforming for Mobile Wireless-Powered IoT Systems
par: Fu, Chenchen, et autres
Publié: (2025)

Energy-Efficient Online Scheduling for Wireless Powered Mobile Edge Computing Networks
par: He, Xingqiu, et autres
Publié: (2026)

ISAC-Assisted Wireless Rechargeable Sensor Networks with Multiple Mobile Charging Vehicles
par: Qaisar, Muhammad Umar Farooq, et autres
Publié: (2024)

Evaluation of the Energy Consumption of a Mobile Robotic Platform for Sustainable Wireless Networks
par: Ferreira, Diogo, et autres
Publié: (2024)

Play to Earn in the Metaverse with Mobile Edge Computing over Wireless Networks: A Deep Reinforcement Learning Approach
par: Chua, Terence Jie, et autres
Publié: (2023)

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding
par: Lang, Zifan, et autres
Publié: (2025)

Collaborative Charging Optimization for Wireless Rechargeable Sensor Networks via Heterogeneous Mobile Chargers
par: Yao, Jianhang, et autres
Publié: (2025)

Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Survey
par: Vu, Thai-Hoc, et autres
Publié: (2024)

Adaptive Vision-Based Coverage Optimization in Mobile Wireless Sensor Networks: A Multi-Agent Deep Reinforcement Learning Approach
par: Soltani, Parham, et autres
Publié: (2025)

Maximizing Uplink and Downlink Transmissions in Wirelessly Powered IoT Networks
par: Song, Xiaoyu, et autres
Publié: (2024)

Traffic Load-Aware Resource Management Strategy for Underwater Wireless Sensor Networks
par: Zhang, Tong, et autres
Publié: (2025)

Empowering Wireless Networks with Artificial Intelligence Generated Graph
par: Wang, Jiacheng, et autres
Publié: (2024)

Virtualizing RAN: Science, Strategy, and Architecture of Software-Defined Mobile Networks
par: Barker, Ryan
Publié: (2025)

Adaptive Federated Learning in Heterogeneous Wireless Networks with Independent Sampling
par: Geng, Jiaxiang, et autres
Publié: (2024)

Advancements in Mobile Edge Computing and Open RAN: Leveraging Artificial Intelligence and Machine Learning for Wireless Systems
par: Barker, Ryan, et autres
Publié: (2025)

Quantum Reinforcement Learning for 6G and Beyond Wireless Networks
par: Tran, Dinh-Hieu, et autres
Publié: (2025)

Optimizing and Managing Wireless Backhaul for Resilient Next-Generation Cellular Networks
par: Gemmi, Gabriele, et autres
Publié: (2024)

Toward Democratized Generative AI in Next-Generation Mobile Edge Networks
par: Zhang, Ruichen, et autres
Publié: (2024)

UAV-Enabled Wireless Networks for Integrated Sensing and Learning-Oriented Communication
par: Zhuang, Wenhao, et autres
Publié: (2024)

Tutorial on Large Language Model-Enhanced Reinforcement Learning for Wireless Networks
par: Cai, Lingyi, et autres
Publié: (2025)

Denoising Diffusion Probabilistic Model for Radio Map Estimation in Generative Wireless Networks
par: Luo, Xuanhao, et autres
Publié: (2025)

Continual Learning for Wireless Channel Prediction
par: Mohsin, Muhammad Ahmed, et autres
Publié: (2025)

Empowering AI-Native 6G Wireless Networks with Quantum Federated Learning
par: Shaon, Shaba, et autres
Publié: (2025)

On the Optimization and Stability of Sectorized Wireless Networks
par: Promponas, Panagiotis, et autres
Publié: (2023)

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial
par: Wei, Bisheng, et autres
Publié: (2025)

IUP: Integrated and Programmable User Plane for Next-Generation Mobile Networks
par: Chen, Chieh-Chun, et autres
Publié: (2025)

RIS-assisted Data Collection and Wireless Power Transfer in Low-altitude Wireless Networks
par: Xie, Wenwen, et autres
Publié: (2025)

Wireless Copilot: An AI-Powered Partner for Navigating Next-Generation Wireless Complexity
par: Luo, Haoxiang, et autres
Publié: (2025)

Towards a Wireless Physical-Layer Foundation Model: Challenges and Strategies
par: Fontaine, Jaron, et autres
Publié: (2024)

Hybrid Hierarchical Federated Learning over 5G/NextG Wireless Networking
par: Liu, Haiyun, et autres
Publié: (2026)

Leader Selection and Follower Association for UE-centric Distributed Learning in Future Wireless Networks
par: Parsaeefard, Saeedeh, et autres
Publié: (2024)

Symmetry-Driven Asynchronous Forwarding for Reliable Distributed Coordination in Toroidal Networks
par: Luan, Shenshen, et autres
Publié: (2025)

iPLAN: Redefining Indoor Wireless Network Planning Through Large Language Models
par: Hou, Jinbo, et autres
Publié: (2025)

Learning-based Big Data Sharing Incentive in Mobile AIGC Networks
par: Wen, Jinbo, et autres
Publié: (2024)

Kraken*: Architecting Generative, Semantic, and Goal-Oriented Network Management for 6G Wireless Systems
par: Akyildiz, Ian F., et autres
Publié: (2026)

When Graph Meets Retrieval Augmented Generation for Wireless Networks: A Tutorial and Case Study
par: Xiong, Yang, et autres
Publié: (2024)

Relay Selection in Wireless Networks as Restless Bandits
par: Nalavade, Mandar R., et autres
Publié: (2025)

Scheduling in Multi-Hop Wireless Networks With Deadlines
par: Jones, Nicholas, et autres
Publié: (2026)

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
VUFIND_SESSION	"e4257bc30115d3e1329f8c8f37de1cec"
ui	"standard"
language	"fr"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790887857.4978 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "e4257bc30115d3e1329f8c8f37de1cec" ]`]
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	"VUFIND_SESSION=e4257bc30115d3e1329f8c8f37de1cec; ui=standard; language=fr"
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	"57659"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2509_23913/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_23913/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790887857.4835
REQUEST_TIME	1790887857

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler