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Main Authors:	Chong, Yu Quan, Li, Jiaoyang, Sycara, Katia
Format:	Preprint
Published:	2024
Subjects:	Artificial Intelligence Multiagent Systems I.2.11
Online Access:	https://arxiv.org/abs/2402.08772
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Accelerating Earth Science Discovery via Multi-Agent LLM Systems
by: Pantiukhin, Dmitrii, et al.
Published: (2025)

Preserving Disagreement: Architectural Heterogeneity and Coherence Validation in Multi-Agent Policy Simulation
by: Sela, Ariel
Published: (2026)

Multi-Agent Empowerment and Emergence of Complex Behavior in Groups
by: Shah, Tristan, et al.
Published: (2026)

Semantics and Spatiality of Emergent Communication
by: Zion, Rotem Ben, et al.
Published: (2024)

Agent Skills for Large Language Models: Architecture, Acquisition, Security, and the Path Forward
by: Xu, Renjun, et al.
Published: (2026)

Policy Search, Retrieval, and Composition via Task Similarity in Collaborative Agentic Systems
by: Nath, Saptarshi, et al.
Published: (2025)

AI Founding Fathers: A Case Study of GIS Search in Multi-Agent Pipelines
by: Chauhan, Alvin
Published: (2025)

Emergent Coordination in Multi-Agent Language Models
by: Riedl, Christoph
Published: (2025)

Personality-Driven Decision-Making in LLM-Based Autonomous Agents
by: Newsham, Lewis, et al.
Published: (2025)

AdaptOrch: Task-Adaptive Multi-Agent Orchestration in the Era of LLM Performance Convergence
by: Yu, Geunbin
Published: (2026)

ChargingBoul: A Competitive Negotiating Agent with Novel Opponent Modeling
by: Shymanski, Joe
Published: (2025)

GSAR: Typed Grounding for Hallucination Detection and Recovery in Multi-Agent LLMs
by: Kamelhar, Federico A.
Published: (2026)

When Agents Disagree: The Selection Bottleneck in Multi-Agent LLM Pipelines
by: Maryanskyy, Artem
Published: (2026)

Agent WARPP: Workflow Adherence via Runtime Parallel Personalization
by: Mazzolenis, Maria Emilia, et al.
Published: (2025)

Context Engineering: From Prompts to Corporate Multi-Agent Architecture
by: Vishnyakova, Vera V.
Published: (2026)

QTypeMix: Enhancing Multi-Agent Cooperative Strategies through Heterogeneous and Homogeneous Value Decomposition
by: Fu, Songchen, et al.
Published: (2024)

Simulation of Social Media-Driven Bubble Formation in Financial Markets using an Agent-Based Model with Hierarchical Influence Network
by: Bohorquez, Gonzalo, et al.
Published: (2024)

The Provenance Paradox in Multi-Agent LLM Routing: Delegation Contracts and Attested Identity in LDP
by: Prakash, Sunil
Published: (2026)

A survey of multi-agent geosimulation methodologies: from ABM to LLM
by: Padilla, Virginia, et al.
Published: (2025)

MAPLE: A Sub-Agent Architecture for Memory, Learning, and Personalization in Agentic AI Systems
by: Piskala, Deepak Babu
Published: (2026)

Communication Methods in Multi-Agent Reinforcement Learning
by: Wittner, Christoph
Published: (2026)

FedHPD: Heterogeneous Federated Reinforcement Learning via Policy Distillation
by: Jiang, Wenzheng, et al.
Published: (2025)

Multi-Agent Norm Perception and Induction in Distributed Healthcare
by: Li, Chao, et al.
Published: (2024)

Multi-Agent Reinforcement Learning with Selective State-Space Models
by: Daniel, Jemma, et al.
Published: (2024)

SRMT: Shared Memory for Multi-agent Lifelong Pathfinding
by: Sagirova, Alsu, et al.
Published: (2025)

Retrieval-Conditioned Topology Selection with Provable Budget Conservation for Multi-Agent Code Generation
by: Talluri, Abhijit, et al.
Published: (2026)

Inductive Bias for Emergent Communication in a Continuous Setting
by: Villanger, John Isak Fjellvang, et al.
Published: (2023)

AVOID-JACK: Avoidance of Jackknifing for Swarms of Long Heavy Articulated Vehicles
by: Schönnagel, Adrian, et al.
Published: (2025)

Semantic Consensus: Process-Aware Conflict Detection and Resolution for Enterprise Multi-Agent LLM Systems
by: Acharya, Vivek
Published: (2026)

Decentralized Multi-Agent Active Search and Tracking when Targets Outnumber Agents
by: Banerjee, Arundhati, et al.
Published: (2024)

PillagerBench: Benchmarking LLM-Based Agents in Competitive Minecraft Team Environments
by: Schipper, Olivier, et al.
Published: (2025)

HULK: Large-scale Hierarchical Coordination under Continual and Uncertain Temporal Tasks
by: Luo, Qingyuan, et al.
Published: (2026)

Privacy Preserving Multi Agent Path Finding
by: Lehman, Rotem Lev, et al.
Published: (2026)

Governing the Agentic Enterprise: A Governance Maturity Model for Managing AI Agent Sprawl in Business Operations
by: Acharya, Vivek
Published: (2026)

HECATE: An ECS-based Framework for Teaching and Developing Multi-Agent Systems
by: Casals, Arthur, et al.
Published: (2025)

TrustFlow: Topic-Aware Vector Reputation Propagation for Multi-Agent Ecosystems
by: Seliuchenko, Volodymyr
Published: (2026)

Advanced Game-Theoretic Frameworks for Multi-Agent AI Challenges: A 2025 Outlook
by: Malinovskiy, Pavel
Published: (2025)

Knowledge Equivalence in Digital Twins of Intelligent Systems
by: Zhang, Nan, et al.
Published: (2022)

MemForest: An Efficient Agent Memory System with Hierarchical Temporal Indexing
by: Chen, Han, 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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