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Main Authors:	Wilkinson, James T., Kelter, Jacob, Chen, John, Wilensky, Uri
Format:	Preprint
Published:	2024
Subjects:	Econometrics Artificial Intelligence Multiagent Systems
Online Access:	https://arxiv.org/abs/2405.02480
Tags:	Add Tag No Tags, Be the first to tag this record!

Learning Individual Behavior in Agent-Based Models with Graph Diffusion Networks
by: Cozzi, Francesco, et al.
Published: (2025)

When the Universe is Too Big: Bounding Consideration Probabilities for Plackett-Luce Rankings
by: Aoki-Sherwood, Ben, et al.
Published: (2024)

Black-box Bayesian inference for economic agent-based models
by: Dyer, Joel, et al.
Published: (2022)

Heterogeneous Multi-Agent Modeling for Measurement and Network Analysis of the Data Service Market
by: Zhou, Deyu, et al.
Published: (2026)

Time to Talk: LLM Agents for Asynchronous Group Communication in Mafia Games
by: Eckhaus, Niv, et al.
Published: (2025)

Multi-Agent Reinforcement Learning Simulation for Environmental Policy Synthesis
by: Rudd-Jones, James, et al.
Published: (2025)

Very Large-Scale Multi-Agent Simulation in AgentScope
by: Pan, Xuchen, et al.
Published: (2024)

AgentSimulator: An Agent-based Approach for Data-driven Business Process Simulation
by: Kirchdorfer, Lukas, et al.
Published: (2024)

AgentSchool: An LLM-Powered Multi-Agent Simulation for Education
by: Ye, Yulei, et al.
Published: (2026)

Deep Reinforcement Learning Agents for Strategic Production Policies in Microeconomic Market Simulations
by: Garrido-Merchán, Eduardo C., et al.
Published: (2024)

Strategic Self-Improvement for Competitive Agents in AI Labour Markets
by: Chiu, Christopher, et al.
Published: (2025)

Novelty Accommodating Multi-Agent Planning in High Fidelity Simulated Open World
by: Chao, James, et al.
Published: (2023)

Creative Agents: Simulating the Systems Model of Creativity with Generative Agents
by: Imasato, Naomi, et al.
Published: (2024)

Multi-Agent Reinforcement Learning for Market Making: Competition without Collusion
by: Wang, Ziyi, et al.
Published: (2025)

GenSim: A General Social Simulation Platform with Large Language Model based Agents
by: Tang, Jiakai, et al.
Published: (2024)

AIvilization v0: Toward Large-Scale Artificial Social Simulation with a Unified Agent Architecture and Adaptive Agent Profiles
by: Fan, Wenkai, et al.
Published: (2026)

Design and Evaluation of Multi-Agent AI Oracle Systems for Prediction Market Resolution
by: Kota, Tarun
Published: (2026)

NegotiationGym: Self-Optimizing Agents in a Multi-Agent Social Simulation Environment
by: Mangla, Shashank, et al.
Published: (2025)

SAMVAD: A Multi-Agent System for Simulating Judicial Deliberation Dynamics in India
by: Devadiga, Prathamesh, et al.
Published: (2025)

Towards Fully Automated Molecular Simulations: Multi-Agent Framework for Simulation Setup and Force Field Extraction
by: Petković, Marko, et al.
Published: (2025)

Integrating LLM in Agent-Based Social Simulation: Opportunities and Challenges
by: Taillandier, Patrick, et al.
Published: (2025)

The Traitors: Deception and Trust in Multi-Agent Language Model Simulations
by: Curvo, Pedro M. P.
Published: (2025)

Modelling Opaque Bilateral Market Dynamics in Financial Trading: Insights from a Multi-Agent Simulation Study
by: Vidler, Alicia, et al.
Published: (2024)

OpenCity: A Scalable Platform to Simulate Urban Activities with Massive LLM Agents
by: Yan, Yuwei, et al.
Published: (2024)

Simulating Multi-Stakeholder Decision-Making with Generative Agents in Urban Planning
by: Gao, Jin, et al.
Published: (2024)

Carbon Market Simulation with Adaptive Mechanism Design
by: Wang, Han, et al.
Published: (2024)

Evaluating Creativity and Deception in Large Language Models: A Simulation Framework for Multi-Agent Balderdash
by: Hejabi, Parsa, 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)

Static Sandboxes Are Inadequate: Modeling Societal Complexity Requires Open-Ended Co-Evolution in LLM-Based Multi-Agent Simulations
by: Chen, Jinkun, et al.
Published: (2025)

LLM-empowered Agents Simulation Framework for Scenario Generation in Service Ecosystem Governance
by: Zhou, Deyu, et al.
Published: (2025)

Can LLM Agents Simulate Dynamic Networks? A Case Study on Email Networks with Phishing Synthesis
by: Miao, Siqi, et al.
Published: (2026)

A Safety-Aware Role-Orchestrated Multi-Agent LLM Framework for Behavioral Health Communication Simulation
by: Cho, Ha Na
Published: (2026)

IndoorWorld: Integrating Physical Task Solving and Social Simulation in A Heterogeneous Multi-Agent Environment
by: Wu, Dekun, et al.
Published: (2025)

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

Simultaneous Computation with Multiple Prioritizations in Multi-Agent Motion Planning
by: Scheffe, Patrick, et al.
Published: (2025)

Behind EvoMap: Characterizing a Self-Evolving Agent-to-Agent Collaboration Network
by: Ye, Qiming, et al.
Published: (2026)

Agent-based Modeling and Simulation of Human Muscle For Development of Human Gait Analyzer Application
by: Saadati, Sina, et al.
Published: (2022)

Multi-Agent Continuous Control with Generative Flow Networks
by: Luo, Shuang, et al.
Published: (2024)

Do Large Language Models Solve the Problems of Agent-Based Modeling? A Critical Review of Generative Social Simulations
by: Larooij, Maik, 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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