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Bibliographic Details
Main Authors:	Jamróz, Grzegorz, Akman, Ahmet Onur, Psarou, Anastasia, Varga, Zoltán Györgi, Kucharski, Rafał
Format:	Preprint
Published:	2024
Subjects:	Multiagent Systems
Online Access:	https://arxiv.org/abs/2409.12839
Tags:	Add Tag No Tags, Be the first to tag this record!

Impact of Collective Behaviors of Autonomous Vehicles on Urban Traffic Dynamics: A Multi-Agent Reinforcement Learning Approach
by: Akman, Ahmet Onur, et al.
Published: (2025)

Collaboration Between the City and Machine Learning Community is Crucial to Efficient Autonomous Vehicles Routing
by: Psarou, Anastasia, et al.
Published: (2025)

Detection of coordinated fleet vehicles in route choice urban games. Part I. Inverse fleet assignment theory
by: Jamróz, Grzegorz, et al.
Published: (2025)

PC3D: Zero-Shot Cooperation Across Variable Rosters via Personalized Context Distillation
by: Akman, Ahmet Onur, et al.
Published: (2026)

Equilibria in routing games with connected autonomous vehicles will not be strong, as exclusive clubs may form
by: Kucharski, Rafał, et al.
Published: (2025)

Autonomous vehicles need social awareness to find optima in multi-agent reinforcement learning routing games
by: Psarou, Anastasia, et al.
Published: (2025)

Market share maximizing strategies of CAV fleet operators may cause chaos in our cities
by: Jamróz, Grzegorz, et al.
Published: (2025)

URB -- Urban Routing Benchmark for RL-equipped Connected Autonomous Vehicles
by: Akman, Ahmet Onur, et al.
Published: (2025)

Modelling the Rise and Fall of Two-Sided Mobility Markets with Microsimulation
by: Ghasemi, Farnoud, et al.
Published: (2022)

MaaSSim -- agent-based two-sided mobility platform simulator
by: Kucharski, Rafał, et al.
Published: (2020)

Optimizing Ride-Pooling Revenue: Pricing Strategies and Driver-Traveller Dynamics
by: Akhtar, Usman, et al.
Published: (2024)

Generalising Travel Time Prediction To Varying Route Choices In Urban Networks
by: Gorczyca, Łukasz, et al.
Published: (2026)

Wardropian Cycles make traffic assignment both optimal and fair by eliminating price-of-anarchy with Cyclical User Equilibrium for compliant connected autonomous vehicles
by: Hoffmann, Michał, et al.
Published: (2025)

CONClave -- Secure and Robust Cooperative Perception for CAVs Using Authenticated Consensus and Trust Scoring
by: Andert, Edward, et al.
Published: (2024)

Congestion-Aware Path Re-routing Strategy for Dense Urban Airspace
by: Abdul, Sajid Ahamed Mohammed, et al.
Published: (2024)

Human Machine Social Hybrid Intelligence:A Collaborative Decision Making Framework for Large Model Agent Groups and Human Experts
by: Melih, Ahmet Akkaya, et al.
Published: (2025)

Adaptive Coopetition: Leveraging Coarse Verifier Signals for Resilient Multi-Agent LLM Reasoning
by: Huang, Rui Jerry, et al.
Published: (2025)

An agent-based model of modal choice with perception biases and habits
by: Adam, Carole, et al.
Published: (2024)

A survey to measure cognitive biases influencing mobility choices
by: Adam, Carole
Published: (2024)

Adaptive bias for dissensus in nonlinear opinion dynamics with application to evolutionary division of labor games
by: Paine, Tyler M., et al.
Published: (2024)

Census-Based Population Autonomy For Distributed Robotic Teaming
by: Paine, Tyler M., et al.
Published: (2025)

EVLearn: Extending the CityLearn Framework with Electric Vehicle Simulation
by: Fonseca, Tiago, et al.
Published: (2024)

The Effect of Belief Boxes and Open-mindedness on Persuasion
by: Bilgin, Onur, et al.
Published: (2025)

Travel time optimization on multi-AGV routing by reverse annealing
by: Haba, Renichiro, et al.
Published: (2022)

Achieving Realistic Cyclist Behavior in SUMO using the SimRa Dataset
by: Karakaya, Ahmet-Serdar, et al.
Published: (2023)

A survey about perceptions of mobility to inform an agent-based simulator of subjective modal choice
by: Adam, Carole, et al.
Published: (2025)

Emergence of Social Reality of Emotion through a Social Allostasis Model with Dynamic Interpretants
by: Nomura, Kentaro, et al.
Published: (2026)

Adaptive routing protocols for determining optimal paths in AI multi-agent systems: a priority- and learning-enhanced approach
by: Panayotov, Theodor, et al.
Published: (2025)

The Geometry of Cyclical Social Trends
by: Chazelle, Bernard, et al.
Published: (2024)

Modeling human reputation-seeking behavior in a spatio-temporally complex public good provision game
by: Hughes, Edward, et al.
Published: (2025)

Multi-agent In-context Coordination via Decentralized Memory Retrieval
by: Jiang, Tao, et al.
Published: (2025)

Voice CMS: updating the knowledge base of a digital assistant through conversation
by: Wolny, Grzegorz, et al.
Published: (2025)

Two-Sided Manipulation Games in Stable Matching Markets
by: Hosseini, Hadi, et al.
Published: (2025)

A Generalised Theory of Proportionality in Collective Decision Making
by: Masařík, Tomáš, et al.
Published: (2023)

MARINE: Theoretical Optimization and Design for Multi-Agent Recursive IN-context Enhancement
by: Zhang, Hongwei, et al.
Published: (2025)

Normative Feeling: Socially Patterned Affective Mechanisms
by: Anagnou, Stavros, et al.
Published: (2024)

Adaptive Social Learning using Theory of Mind
by: Ying, Lance, et al.
Published: (2025)

Collaborative Last-Mile Delivery: A Multi-Platform Vehicle Routing Problem With En-route Charging
by: Malik, Sumbal, et al.
Published: (2025)

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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