Distributed Multi-Agent Reinforcement Learning with One-hop Neighbors and Compute Straggler Mitigation

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Wang, Baoqian, Xie, Junfei, Atanasov, Nikolay
Formato:	Preprint
Publicado:	2022
Materias:	Multiagent Systems Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Distributed Bayesian Estimation in Sensor Networks: Consensus on Marginal Densities
por: Paritosh, Parth, et al.
Publicado: (2023)

Physics-Informed Multi-Agent Reinforcement Learning for Distributed Multi-Robot Problems
por: Sebastian, Eduardo, et al.
Publicado: (2023)

Sample-Efficient Distributionally Robust Multi-Agent Reinforcement Learning via Online Interaction
por: Farhat, Zain Ulabedeen, et al.
Publicado: (2025)

Distributed Detection of Adversarial Attacks in Multi-Agent Reinforcement Learning with Continuous Action Space
por: Kazari, Kiarash, et al.
Publicado: (2025)

Self-Confirming Transformer for Belief-Conditioned Adaptation in Offline Multi-Agent Reinforcement Learning
por: Li, Tao, et al.
Publicado: (2023)

Double Distillation Network for Multi-Agent Reinforcement Learning
por: Zhou, Yang, et al.
Publicado: (2025)

ComaDICE: Offline Cooperative Multi-Agent Reinforcement Learning with Stationary Distribution Shift Regularization
por: Bui, The Viet, et al.
Publicado: (2024)

A Survey of Multi-Agent Deep Reinforcement Learning with Communication
por: Zhu, Changxi, et al.
Publicado: (2022)

Continuous-Time Value Iteration for Multi-Agent Reinforcement Learning
por: Wang, Xuefeng, et al.
Publicado: (2025)

Stronger-MAS: Multi-Agent Reinforcement Learning for Collaborative LLMs
por: Zhao, Yujie, et al.
Publicado: (2025)

Multi-Agent Model-Based Reinforcement Learning with Joint State-Action Learned Embeddings
por: Wang, Zhizun, et al.
Publicado: (2026)

Multi-Agent Craftax: Benchmarking Open-Ended Multi-Agent Reinforcement Learning at the Hyperscale
por: Omari, Bassel Al, et al.
Publicado: (2025)

Focusing Influence Mechanism for Multi-Agent Reinforcement Learning
por: Park, Yisak, et al.
Publicado: (2025)

Generalized Intention Modeling in Multi-Agent Reinforcement Learning
por: Odrowaz-Sypniewski, Mateusz, et al.
Publicado: (2026)

Trajectory-Class-Aware Multi-Agent Reinforcement Learning
por: Na, Hyungho, et al.
Publicado: (2025)

An Initial Introduction to Cooperative Multi-Agent Reinforcement Learning
por: Amato, Christopher
Publicado: (2024)

Fully Independent Communication in Multi-Agent Reinforcement Learning
por: Pina, Rafael, et al.
Publicado: (2024)

Interactive Distillation for Cooperative Multi-Agent Reinforcement Learning
por: Cho, Minwoo, et al.
Publicado: (2026)

Optimistic ε-Greedy Exploration for Cooperative Multi-Agent Reinforcement Learning
por: Zhang, Ruoning, et al.
Publicado: (2025)

Preference-Guided Learning for Sparse-Reward Multi-Agent Reinforcement Learning
por: Bui, The Viet, et al.
Publicado: (2025)

Learning to Coordinate via Quantum Entanglement in Multi-Agent Reinforcement Learning
por: Gardiner, John, et al.
Publicado: (2026)

Distributed Area Coverage with High Altitude Balloons Using Multi-Agent Reinforcement Learning
por: Haroon, Adam, et al.
Publicado: (2025)

CAMMARL: Conformal Action Modeling in Multi Agent Reinforcement Learning
por: Gupta, Nikunj, et al.
Publicado: (2023)

Events as Triggers for Behavioral Diversity in Multi-Agent Reinforcement Learning
por: Büchi, Hannes, et al.
Publicado: (2026)

Multi Agent Reinforcement Learning for Sequential Satellite Assignment Problems
por: Holder, Joshua, et al.
Publicado: (2024)

Hierarchical Lead Critic based Multi-Agent Reinforcement Learning
por: Eckel, David, et al.
Publicado: (2026)

A Tensor Network Implementation of Multi Agent Reinforcement Learning
por: Howard, Sunny
Publicado: (2024)

Conservative and Risk-Aware Offline Multi-Agent Reinforcement Learning
por: Eldeeb, Eslam, et al.
Publicado: (2024)

Distributed Deep Reinforcement Learning: A Survey and A Multi-Player Multi-Agent Learning Toolbox
por: Yin, Qiyue, et al.
Publicado: (2022)

MARVEL: Multi-Agent Reinforcement-Learning for Large-Scale Variable Speed Limits
por: Zhang, Yuhang, et al.
Publicado: (2023)

Tackling Uncertainties in Multi-Agent Reinforcement Learning through Integration of Agent Termination Dynamics
por: Hazra, Somnath, et al.
Publicado: (2025)

Mini Honor of Kings: A Lightweight Environment for Multi-Agent Reinforcement Learning
por: Liu, Lin, et al.
Publicado: (2024)

MADQRL: Distributed Quantum Reinforcement Learning Framework for Multi-Agent Environments
por: Sawaika, Abhishek, et al.
Publicado: (2026)

QSIM: Mitigating Overestimation in Multi-Agent Reinforcement Learning via Action Similarity Weighted Q-Learning
por: Li, Yuanjun, et al.
Publicado: (2026)

Shapley Value Based Multi-Agent Reinforcement Learning: Theory, Method and Its Application to Energy Network
por: Wang, Jianhong
Publicado: (2024)

Ensemble Value Functions for Efficient Exploration in Multi-Agent Reinforcement Learning
por: Schäfer, Lukas, et al.
Publicado: (2023)

Efficient Episodic Memory Utilization of Cooperative Multi-Agent Reinforcement Learning
por: Na, Hyungho, et al.
Publicado: (2024)

Bayesian Ego-graph Inference for Networked Multi-Agent Reinforcement Learning
por: Duan, Wei, et al.
Publicado: (2025)

Transformer World Model for Sample Efficient Multi-Agent Reinforcement Learning
por: Deihim, Azad, et al.
Publicado: (2025)

An Offline Multi-Agent Reinforcement Learning Framework for Radio Resource Management
por: Eldeeb, Eslam, et al.
Publicado: (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
VUFIND_SESSION	"14fe21101f3d0d56eea11f889e81bf02"
language	"es"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790947376.186 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "14fe21101f3d0d56eea11f889e81bf02" ]`]
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=14fe21101f3d0d56eea11f889e81bf02; language=es; ui=standard"
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	"55857"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2202_09019/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2202_09019/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790947376.1817
REQUEST_TIME	1790947376

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler