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A major challenge in autonomous vehicle research is modeling agent behaviors, which has critical applications including constructing realistic and reliable simulations for off-board evaluation and forecasting traffic agents motion for…

人工智能 · 计算机科学 2024-09-30 Zhenghao Peng , Wenjie Luo , Yiren Lu , Tianyi Shen , Cole Gulino , Ari Seff , Justin Fu

The development of open benchmarking platforms could greatly accelerate the adoption of AI agents in retail. This paper presents comprehensive simulations of customer shopping behaviors for the purpose of benchmarking reinforcement learning…

人工智能 · 计算机科学 2024-05-20 Yu Xia , Sriram Narayanamoorthy , Zhengyuan Zhou , Joshua Mabry

In this proof-of-concept work, we evaluate the performance of multiple machine-learning methods as statistical emulators for use in the analysis of agent-based models (ABMs). Analysing ABM outputs can be challenging, as the relationships…

多智能体系统 · 计算机科学 2021-07-27 Claudio Angione , Eric Silverman , Elisabeth Yaneske

This study demonstrates the implementation of the stochastic ruler discrete simulation optimization method for calibrating an agent-based model (ABM) developed to simulate hepatitis C virus (HCV) transmission. The ABM simulates HCV…

系统与控制 · 电气工程与系统科学 2022-03-04 Soham Das , Navonil Mustafee , Varun Ramamohan

Advanced Driver Assistance Systems (ADAS) and Automated Driving Systems (ADS) are expected to improve comfort, productivity and, most importantly, safety for all road users. To ensure that the systems are safe, rules and regulations…

系统与控制 · 电气工程与系统科学 2025-02-18 Pierluigi Olleja , Gustav Markkula , Jonas Bärgman

Agent-based modelling (ABM) is a widespread approach to simulate complex systems. Advancements in computational processing and storage have facilitated the adoption of ABMs across many fields; however, ABMs face challenges that limit their…

机器学习 · 计算机科学 2026-03-06 M Lopes Alves , Joel Dyer , Doyne Farmer , Michael Wooldridge , Anisoara Calinescu

Over the years, population-level tobacco control policies have considerably reduced smoking prevalence worldwide. However, the rate of decline of smoking prevalence is slowing down. Therefore, there is a need for models that capture the…

物理与社会 · 物理学 2022-07-19 Adarsh Prabhakaran , Valerio Restocchi , Benjamin D. Goddard

Training and education in human-centered fields require authentic practice, yet realistic simulations of human behavior have remained limited. We present a multi-agent psychological simulation system that models internal cognitive-affective…

人工智能 · 计算机科学 2025-11-05 Xiangen Hu , Jiarui Tong , Sheng Xu

Immersive rooms are increasingly popular augmented reality systems that support multi-agent interactions within a virtual world. However, despite extensive content creation and technological developments, insights about perceptually-driven…

人机交互 · 计算机科学 2025-12-22 Jerry M. Huang , Stefan T. Radev

In order to estimate the seismic vulnerability of a densely populated urban area, it would in principle be necessary to evaluate the dynamic behaviour of individual and aggregate buildings. These detailed seismic analyses, however, are…

地球物理 · 物理学 2019-06-14 A. Greco , A. Pluchino , L. Barbarossa , G. Barreca , I. Caliò , F. Martinico , A. Rapisarda

Agent-based modeling (ABM) is a well-established paradigm for simulating complex systems via interactions between constituent entities. Machine learning (ML) refers to approaches whereby statistical algorithms 'learn' from data on their…

定量方法 · 定量生物学 2022-11-10 Nikita Sivakumar , Cameron Mura , Shayn M. Peirce

The agent-based modeling and simulation (ABMS) paradigm has been used to analyze, reproduce, and predict phenomena related to many application areas. Although there are many agent-based platforms that support simulation development, they…

人工智能 · 计算机科学 2020-06-17 Fernando Santos , Ingrid Nunes , Ana L. C. Bazzan

Agent-based modeling (ABM) is a powerful computational approach for studying complex biological and biomedical systems, yet its widespread use remains limited by significant computational demands. As models become increasingly…

定量方法 · 定量生物学 2025-04-17 Kerri-Ann Norton , Daniel Bergman , Harsh Vardhan Jain , Trachette Jackson

Agent-Based Models are a powerful class of computational models widely used to simulate complex phenomena in many different application areas. However, one of the most critical aspects, poorly investigated in the literature, regards an…

Linearly transforming stimulus representations of deep neural networks yields high-performing models of behavioral and neural responses to complex stimuli. But does the test accuracy of such predictions identify genuine representational…

神经元与认知 · 定量生物学 2026-01-05 Itamar Avitan , Tal Golan

An agent-based model with interacting low frequency liquidity takers inter-mediated by high-frequency liquidity providers acting collectively as market makers can be used to provide realistic simulated price impact curves. This is possible…

交易与市场微观结构 · 定量金融 2021-08-23 Ivan Jericevich , Patrick Chang , Tim Gebbie

Today's research in recommender systems is largely based on experimental designs that are static in a sense that they do not consider potential longitudinal effects of providing recommendations to users. In reality, however, various…

信息检索 · 计算机科学 2021-08-26 Gediminas Adomavicius , Dietmar Jannach , Stephan Leitner , Jingjing Zhang

We introduce a new software toolbox for agent-based simulation. Facilitating rapid prototyping by offering a user-friendly Python API, its core rests on an efficient C++ implementation to support simulation of large-scale multi-agent…

计算金融 · 定量金融 2022-09-22 Peter Belcak , Jan-Peter Calliess , Stefan Zohren

Many advances in research regarding immuno-interactions with cancer were developed with the help of ordinary differential equation (ODE) models. These models, however, are not effectively capable of representing problems involving…

计算工程、金融与科学 · 计算机科学 2013-06-03 Grazziela P. Figueredo , Peer-Olaf Siebers , Uwe Aickelin

In the event of a disaster, saving human lives is of utmost importance. For developing proper evacuation procedures and guidance systems, behavioural data on how people respond during panic and stress is crucial. In the absence of real…

多智能体系统 · 计算机科学 2019-10-03 Rohit K. Dubey , Samuel S. Sohn , Christoph Hoelscher , Mubbasir Kapadia