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Bibliographic Details
Main Author:	Dhanda, Amit
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Multiagent Systems
Online Access:	https://arxiv.org/abs/2508.07186
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The Orchestration of Multi-Agent Systems: Architectures, Protocols, and Enterprise Adoption
by: Adimulam, Apoorva, et al.
Published: (2026)

Visual Reasoning over Time Series via Multi-Agent System
by: Ruan, Weilin, et al.
Published: (2026)

STAR: Failure-Aware Markovian Routing for Multi-Agent Spatiotemporal Reasoning
by: Yang, Ruiyi, et al.
Published: (2026)

AOI: Context-Aware Multi-Agent Operations via Dynamic Scheduling and Hierarchical Memory Compression
by: Bai, Zishan, et al.
Published: (2025)

Reasoning-Aware Prompt Orchestration: A Foundation Model for Multi-Agent Language Model Coordination
by: Dhrif, Hassen
Published: (2025)

PanelTR: Zero-Shot Table Reasoning Framework Through Multi-Agent Scientific Discussion
by: Ma, Yiran Rex
Published: (2025)

SAGE: Multi-Agent Self-Evolution for LLM Reasoning
by: Peng, Yulin, et al.
Published: (2026)

Progressive Multi-Agent Reasoning for Biological Perturbation Prediction
by: Kim, Hyomin, et al.
Published: (2026)

Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning
by: Chen, Jianming, et al.
Published: (2024)

Reason-Plan-ReAct: A Reasoner-Planner Supervising a ReAct Executor for Complex Enterprise Tasks
by: Molinari, Gianni, et al.
Published: (2025)

BAMAS: Structuring Budget-Aware Multi-Agent Systems
by: Yang, Liming, et al.
Published: (2025)

ScholarPeer: A Context-Aware Multi-Agent Framework for Automated Peer Review
by: Goyal, Palash, et al.
Published: (2026)

A Survey on Context-Aware Multi-Agent Systems: Techniques, Challenges and Future Directions
by: Du, Hung, et al.
Published: (2024)

Collaborative Belief Reasoning with LLMs for Efficient Multi-Agent Collaboration
by: Wang, Zhimin, et al.
Published: (2025)

MAR:Multi-Agent Reflexion Improves Reasoning Abilities in LLMs
by: Ozer, Onat, et al.
Published: (2025)

Heterogeneous Consensus-Progressive Reasoning for Efficient Multi-Agent Debate
by: Liu, Yiqing, et al.
Published: (2026)

MASFIN: A Multi-Agent System for Decomposed Financial Reasoning and Forecasting
by: Montalvo, Marc S., et al.
Published: (2025)

Counterfactual Reasoning for Causal Responsibility Attribution in Probabilistic Multi-Agent Systems
by: Mu, Chunyan, et al.
Published: (2026)

RADAR: Redundancy-Aware Diffusion for Multi-Agent Communication Structure Generation
by: Zhang, Zhen, et al.
Published: (2026)

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning
by: Zhao, Xuyang, et al.
Published: (2025)

Advancing Multi-Agent Systems Through Model Context Protocol: Architecture, Implementation, and Applications
by: Krishnan, Naveen
Published: (2025)

Context Learning for Multi-Agent Discussion
by: Hua, Xingyuan, et al.
Published: (2026)

MetaCogAgent: A Metacognitive Multi-Agent LLM Framework with Self-Aware Task Delegation
by: Wang, Chenyu, et al.
Published: (2026)

AgentArch: A Comprehensive Benchmark to Evaluate Agent Architectures in Enterprise
by: Bogavelli, Tara, et al.
Published: (2025)

When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning
by: Choi, Hyeong Kyu, et al.
Published: (2025)

The Bystander Effect in Multi-Agent Reasoning: Quantifying Cognitive Loafing in Collaborative Interactions
by: Shehata, Dahlia, et al.
Published: (2026)

RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory
by: Liu, Jun, et al.
Published: (2025)

Quality-Aware Exploration Budget Allocation for Cooperative Multi-Agent Reinforcement Learning
by: Oh, Dahyun, et al.
Published: (2026)

PartnerMAS: An LLM Hierarchical Multi-Agent Framework for Business Partner Selection on High-Dimensional Features
by: Li, Lingyao, et al.
Published: (2025)

S-DAG: A Subject-Based Directed Acyclic Graph for Multi-Agent Heterogeneous Reasoning
by: Dong, Jiangwen, et al.
Published: (2025)

Multi-Agent Decision Transformers for Dynamic Dispatching in Material Handling Systems Leveraging Enterprise Big Data
by: Lee, Xian Yeow, et al.
Published: (2024)

Dynamic Trust-Aware Sparse Communication Topology for LLM-Based Multi-Agent Consensus
by: Gou, Wanshuang, et al.
Published: (2026)

Solving Context Window Overflow in AI Agents
by: Labate, Anton Bulle, et al.
Published: (2025)

OPTAGENT: Optimizing Multi-Agent LLM Interactions Through Verbal Reinforcement Learning for Enhanced Reasoning
by: Bi, Zhenyu, et al.
Published: (2025)

GraphDC: A Divide-and-Conquer Multi-Agent System for Scalable Graph Algorithm Reasoning
by: Li, Wenjin, et al.
Published: (2026)

Knowledge Base-Aware Orchestration: A Dynamic, Privacy-Preserving Method for Multi-Agent Systems
by: Trombino, Danilo, et al.
Published: (2025)

CoMMa: Contribution-Aware Medical Multi-Agents From A Game-Theoretic Perspective
by: Wu, Yichen, et al.
Published: (2026)

Modeling Response Consistency in Multi-Agent LLM Systems: A Comparative Analysis of Shared and Separate Context Approaches
by: Helmi, Tooraj
Published: (2025)

CareGuardAI: Context-Aware Multi-Agent Guardrails for Clinical Safety & Hallucination Mitigation in Patient-Facing LLMs
by: Nasarian, Elham, et al.
Published: (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'

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