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Main Authors:	Barai, Atanu, Eidenbenz, Stephan, Santhi, Nandakishore
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Multiagent Systems
Online Access:	https://arxiv.org/abs/2505.23846
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Generative Discrete Event Process Simulation for Hidden Markov Models to Predict Competitor Time-to-Market
by: Santhi, Nandakishore, et al.
Published: (2024)

ScamAgents: How AI Agents Can Simulate Human-Level Scam Calls
by: Badhe, Sanket
Published: (2025)

Value-Based Large Language Model Agent Simulation for Mutual Evaluation of Trust and Interpersonal Closeness
by: Sakamoto, Yuki, et al.
Published: (2025)

Collective Behavior of AI Agents: the Case of Moltbook
by: De Marzo, Giordano, et al.
Published: (2026)

Breaking Event Rumor Detection via Stance-Separated Multi-Agent Debate
by: Zhang, Mingqing, et al.
Published: (2024)

AI Urban Scientist: Multi-Agent Collaborative Automation for Urban Research
by: Xia, Tong, et al.
Published: (2025)

Conformity Generates Collective Misalignment in AI Agents Societies
by: De Marzo, Giordano, et al.
Published: (2026)

Every 28 Days the AI Dreams of Soft Skin and Burning Stars: Scaffolding AI Agents with Hormones and Emotions
by: Levinson, Leigh, et al.
Published: (2025)

Cooperative Profiles Predict Multi-Agent LLM Team Performance in AI for Science Workflows
by: Kumar, Shivani, et al.
Published: (2026)

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation
by: Luo, Han, et al.
Published: (2026)

AgentSwing: Adaptive Parallel Context Management Routing for Long-Horizon Web Agents
by: Feng, Zhaopeng, et al.
Published: (2026)

Learning Latency-Aware Orchestration for Parallel Multi-Agent Systems
by: Shi, Xi, et al.
Published: (2026)

Response-Conditioned Parallel-to-Sequential Orchestration for Multi-Agent Systems
by: Tastan, Nurbek, et al.
Published: (2026)

Agents that Matter: Optimizing Multi-Agent LLMs via Removal-Based Attribution
by: Lu, Mingyu, et al.
Published: (2026)

How Real Is AI Tutoring? Comparing Simulated and Human Dialogues in One-on-One Instruction
by: Li, Ruijia, et al.
Published: (2025)

Prompt Injection Detection and Mitigation via AI Multi-Agent NLP Frameworks
by: Gosmar, Diego, et al.
Published: (2025)

Beyond Browsing: API-Based Web Agents
by: Song, Yueqi, et al.
Published: (2024)

The Application of MATEC (Multi-AI Agent Team Care) Framework in Sepsis Care
by: Cho, Andrew, et al.
Published: (2025)

Doctorina MedBench: End-to-End Evaluation of Agent-Based Medical AI
by: Kozlova, Anna, et al.
Published: (2026)

SkillFlow: Scalable and Efficient Agent Skill Retrieval System
by: Li, Fangzhou, et al.
Published: (2025)

Law in Silico: Simulating Legal Society with LLM-Based Agents
by: Wang, Yiding, et al.
Published: (2025)

Hallucination Mitigation using Agentic AI Natural Language-Based Frameworks
by: Gosmar, Diego, et al.
Published: (2025)

Anemoi: A Semi-Centralized Multi-agent System Based on Agent-to-Agent Communication MCP server from Coral Protocol
by: Ren, Xinxing, et al.
Published: (2025)

StoryBox: Collaborative Multi-Agent Simulation for Hybrid Bottom-Up Long-Form Story Generation Using Large Language Models
by: Chen, Zehao, et al.
Published: (2025)

AI-AI Esthetic Collaboration with Explicit Semiotic Awareness and Emergent Grammar Development
by: Moldovan, Nicanor I.
Published: (2025)

Psychologically Enhanced AI Agents
by: Besta, Maciej, et al.
Published: (2025)

Toward Super Agent System with Hybrid AI Routers
by: Yao, Yuhang, et al.
Published: (2025)

Multi-Agent System for AI-Assisted Extraction of Narrative Arcs in TV Series
by: Balestri, Roberto, et al.
Published: (2025)

AI-Generated Compromises for Coalition Formation: Modeling, Simulation, and a Textual Case Study
by: Briman, Eyal, et al.
Published: (2025)

Beyond Self-Talk: A Communication-Centric Survey of LLM-Based Multi-Agent Systems
by: Yan, Bingyu, et al.
Published: (2025)

Preventing Rogue Agents Improves Multi-Agent Collaboration
by: Barbi, Ohav, et al.
Published: (2025)

Preserving Cultural Identity with Context-Aware Translation Through Multi-Agent AI Systems
by: Anik, Mahfuz Ahmed, et al.
Published: (2025)

CONCAT: Consensus- and Confidence-Driven Ad Hoc Teaming for Efficient LLM-Based Multi-Agent Systems
by: Ma, Ziyang, et al.
Published: (2026)

LLM-Based Social Simulations Require a Boundary
by: Wu, Zengqing, et al.
Published: (2025)

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems
by: Fang, Jinyuan, et al.
Published: (2025)

Specialists or Generalists? Multi-Agent and Single-Agent LLMs for Essay Grading
by: Idowu, Jamiu Adekunle, et al.
Published: (2026)

AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems
by: Yang, Yingxuan, et al.
Published: (2025)

CONSCIENTIA: Can LLM Agents Learn to Strategize? Emergent Deception and Trust in a Multi-Agent NYC Simulation
by: Sinha, Aarush, et al.
Published: (2026)

Unmasking Conversational Bias in AI Multiagent Systems
by: Coppolillo, Erica, et al.
Published: (2025)

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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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