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Main Authors:	Dai, Pengcheng, Wang, He, Wang, Dongming, Qin, Jian, Yu, Wenwu
Format:	Preprint
Published:	2026
Subjects:	Multiagent Systems
Online Access:	https://arxiv.org/abs/2605.15697
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Distributed Neural Policy Gradient Algorithm for Global Convergence of Networked Multi-Agent Reinforcement Learning
by: Dai, Pengcheng, et al.
Published: (2025)

Distributed scalable coupled policy algorithm for networked multi-agent reinforcement learning
by: Dai, Pengcheng, et al.
Published: (2025)

Variance-Reduced Gradient Estimator for Nonconvex Zeroth-Order Distributed Optimization
by: Mu, Huaiyi, et al.
Published: (2024)

M3HF: Multi-agent Reinforcement Learning from Multi-phase Human Feedback of Mixed Quality
by: Wang, Ziyan, et al.
Published: (2025)

Distributed Stochastic Zeroth-Order Optimization with Compressed Communication
by: Hua, Youqing, et al.
Published: (2025)

Language Grounded Multi-agent Reinforcement Learning with Human-interpretable Communication
by: Li, Huao, et al.
Published: (2024)

A Zeroth-Order Proximal Algorithm for Consensus Optimization
by: Wang, Chengan, et al.
Published: (2024)

TVDO: Tchebycheff Value-Decomposition Optimization for Multi-Agent Reinforcement Learning
by: Hu, Xiaoliang, et al.
Published: (2023)

Graph Neural Network-based Multi-agent Reinforcement Learning for Resilient Distributed Coordination of Multi-Robot Systems
by: Goeckner, Anthony, et al.
Published: (2024)

MAGIC: Multi-Step Advantage-Gated Causal Influence for Multi-agent Reinforcement Learning
by: Yu, Haohan, et al.
Published: (2026)

DHLight: Multi-agent Policy-based Directed Hypergraph Learning for Traffic Signal Control
by: Lei, Zhen, et al.
Published: (2024)

Verco: Learning Coordinated Verbal Communication for Multi-agent Reinforcement Learning
by: Li, Dapeng, et al.
Published: (2024)

Greedy-based Value Representation for Optimal Coordination in Multi-agent Reinforcement Learning
by: Wan, Lipeng, et al.
Published: (2021)

Learning Communication Skills in Multi-task Multi-agent Deep Reinforcement Learning
by: Zhu, Changxi, et al.
Published: (2025)

Decentralized Diffusion Policy Learning for Enhanced Exploration in Cooperative Multi-agent Reinforcement Learning
by: Zhang, Yuyang, et al.
Published: (2026)

Adaptive TD-Lambda for Cooperative Multi-agent Reinforcement Learning
by: Deng, Yue, et al.
Published: (2026)

Adaptive Event-Triggered Policy Gradient for Multi-Agent Reinforcement Learning
by: Siddique, Umer, et al.
Published: (2025)

Strategic Coordination for Evolving Multi-agent Systems: A Hierarchical Reinforcement and Collective Learning Approach
by: Qin, Chuhao, et al.
Published: (2025)

Hybrid Training for Enhanced Multi-task Generalization in Multi-agent Reinforcement Learning
by: Zhang, Mingliang, et al.
Published: (2024)

Multi-agent Reinforcement Learning with Deep Networks for Diverse Q-Vectors
by: Luo, Zhenglong, et al.
Published: (2024)

MACCA: Offline Multi-agent Reinforcement Learning with Causal Credit Assignment
by: Wang, Ziyan, et al.
Published: (2023)

Offline Multi-agent Reinforcement Learning via Sequential Score Decomposition
by: Qiao, Dan, et al.
Published: (2025)

Graph Neural Networks with Model-based Reinforcement Learning for Multi-agent Systems
by: Chen, Hanxiao
Published: (2024)

Improving Global Parameter-sharing in Physically Heterogeneous Multi-agent Reinforcement Learning with Unified Action Space
by: Yu, Xiaoyang, et al.
Published: (2024)

Preserving Topology Privacy of Network Systems by Feedback: Conditions and Distributed Design
by: Li, Yushan, et al.
Published: (2026)

Revisiting Communication Efficiency in Multi-Agent Reinforcement Learning from the Dimensional Analysis Perspective
by: Sun, Chuxiong, et al.
Published: (2025)

SocialGFs: Learning Social Gradient Fields for Multi-Agent Reinforcement Learning
by: Long, Qian, et al.
Published: (2024)

GHQ: Grouped Hybrid Q Learning for Heterogeneous Cooperative Multi-agent Reinforcement Learning
by: Yu, Xiaoyang, et al.
Published: (2023)

Advances in Multi-agent Reinforcement Learning: Persistent Autonomy and Robot Learning Lab Report 2024
by: Azadeh, Reza
Published: (2024)

NetSafe: Exploring the Topological Safety of Multi-agent Networks
by: Yu, Miao, et al.
Published: (2024)

Hierarchical Multi-agent Reinforcement Learning for Cyber Network Defense
by: Singh, Aditya Vikram, et al.
Published: (2024)

Bandwidth-constrained Variational Message Encoding for Cooperative Multi-agent Reinforcement Learning
by: Duan, Wei, et al.
Published: (2025)

Context-aware Communication for Multi-agent Reinforcement Learning
by: Li, Xinran, et al.
Published: (2023)

Policy Gradient with Self-Attention for Model-Free Distributed Nonlinear Multi-Agent Games
by: Sebastián, Eduardo, et al.
Published: (2025)

Arbitrary-Order Distributed Finite-Time Differentiator for Multi-Agent Systems
by: Chen, Weile, et al.
Published: (2024)

Homotopy-aware Multi-agent Navigation via Distributed Model Predictive Control
by: Dong, Haoze, et al.
Published: (2025)

Multi-agent Reinforcement Learning-based Joint Design of Low-Carbon P2P Market and Bidding Strategy in Microgrids
by: Ren, Junhao, et al.
Published: (2026)

MARPO: A Reflective Policy Optimization for Multi Agent Reinforcement Learning
by: Wu, Cuiling, et al.
Published: (2025)

Safe Multi-agent Reinforcement Learning with Natural Language Constraints
by: Wang, Ziyan, et al.
Published: (2024)

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// 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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