世界模型

DOP: Deep Optimistic Planning with Approximate Value Function Evaluation

Francesco Riccio, Roberto Capobianco, Daniele Nardi

专题命中 仿真与规划 ：model-based reinforcement learning(abstract)；分类 cs.LG、cs.RO

Comments to appear as an extended abstract paper in the Proc. of the 17th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2018), Stockholm, Sweden, July 10-15, 2018, IFAAMAS. arXiv admin note: text overlap with arXiv:1803.00297

Q-CP: Learning Action Values for Cooperative Planning

Francesco Riccio, Roberto Capobianco, Daniele Nardi

专题命中 仿真与规划 ：model-based reinforcement learning(abstract)；分类 cs.AI、cs.RO

Self-Supervised Visual Planning with Temporal Skip Connections

Frederik Ebert, Chelsea Finn, Alex X. Lee, Sergey Levine

专题命中 仿真与规划 ：分类 cs.AI、cs.LG、cs.CV；predictive model(abstract)

Comments accepted at the Conference on Robot Learning (CoRL) 2017

Better Optimism By Bayes: Adaptive Planning with Rich Models

Arthur Guez, David Silver, Peter Dayan

专题命中 仿真与规划 ：model-based reinforcement learning(abstract)；分类 cs.AI、cs.LG

Comments 11 pages, 11 figures

Planning by Prioritized Sweeping with Small Backups

Harm van Seijen, Richard S. Sutton

专题命中 仿真与规划 ：model-based reinforcement learning(abstract)；分类 cs.AI、cs.LG

The Simulation Model Partitioning Problem: an Adaptive Solution Based on Self-Clustering (Extended Version)

Gabriele D'Angelo

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.MA

Journal ref Simulation Modelling Practice and Theory, Elsevier, Volume 70, January 2017 pages 1-20

Microscopic Pedestrian Simulation Model to Evaluate "Lane-Like Segregation" of Pedestrian Crossing

Kardi Teknomo, Yasushi Takeyama, Hajime Inamura

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.MA

Comments 4 pages, Teknomo, Kardi; Takeyama, Yasushi; Inamura, Hajime, Microscopic Pedestrian Simulation Model to Evaluate "Lane-Like Segregation" of Pedestrian Crossing, Proceedings of Infrastructure Planning Conference Vol. 24, Kouchi, Japan Nov 2001

Microscopic Pedestrian Flow Characteristics: Development of an Image Processing Data Collection and Simulation Model

Kardi Teknomo

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.CV

Comments 140 pages, Teknomo, Kardi, Microscopic Pedestrian Flow Characteristics: Development of an Image Processing Data Collection and Simulation Model, Ph.D. Dissertation, Tohoku University Japan, Sendai, 2002

Review on Microscopic Pedestrian Simulation Model

Kardi Teknomo, Yasushi Takeyama, Hajime Inamura

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.MA

Comments 2 pages, Teknomo, Kardi; Takeyama, Yasushi; Inamura, Hajime, Review on Microscopic Pedestrian Simulation Model, Proceedings Japan Society of Civil Engineering Conference March 2000, Morioka, Japan, March 2000

Calibration of Vehicular Traffic Simulation Models by Local Optimization

Davide Andrea Guastella, Alejandro Morales-Hernàndez, Bruno Cornelis, Gianluca Bontempi

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.AI

Comments Published on Springer Transportation

VISA: A Structured Description Protocol for Agent-Based Simulation Models Towards Machine Reproducibility

VISA：面向智能体可复现性的智能体仿真模型结构化描述协议

Zhou He

专题命中 仿真与规划 ：simulation model(title)；分类 cs.AI、cs.MA

AI总结 该研究提出VISA结构化描述协议，通过八个表格及可执行规则、LLM技能提升智能体模型可复现性，在三类平台的ABMs上验证了其有效性，将复现障碍转化为可处理的依赖项。

Generative Artificial Intelligence (GenAI) to convert images of queuing networks into verifiable simulation models: an open-weight LLM workflow approach

生成式人工智能（GenAI）将排队网络图像转换为可验证的仿真模型：一种开放权重的大语言模型工作流方法

Thomas Monks, Alison Harper, Amy Heather, Navonil Mustafee

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.AI

AI总结 研究提出Sketch2DES工作流，利用开放权重LLMs将排队网络图像转换为可验证仿真模型，经多阶段处理，在多图表评估中各阶段可靠性高，相比直接代码生成提升多项性能，证明结构化工作流模型生成对LLM辅助仿真建模的可行性。

EnvSocial-Diff: A Diffusion-Based Crowd Simulation Model with Environmental Conditioning and Individual-Group Interaction

EnvSocial-Diff: 一种基于扩散的群体模拟模型，包含环境条件和个体-群体交互

Bingxue Zhao, Qi Zhang, Hui Huang

机构 * VCC, College of Computer Science and Software Engineering, Shenzhen University（VCC，计算机科学与软件工程学院，深圳大学） 纠错

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.CV

AI总结 本文提出EnvSocial-Diff模型，结合社会物理和环境条件，通过环境编码模块和个体-群体交互模块提升群体模拟的现实性，实验表明其优于现有方法。

Comments ICLR 2026

Using (Not-so) Large Language Models to Generate Simulation Models in a Formal DSL: A Study on Reaction Networks

Justin N. Kreikemeyer, Miłosz Jankowski, Pia Wilsdorf, Adelinde M. Uhrmacher

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.LG

Comments 27 pages, 5 figures; supplemental material available at https://doi.org/10.1145/3733719

Journal ref ACM Trans. Model. Comput. Simul. 35, 4, Article 31 (October 2025), 27 pages

Study on Locomotive Epidemic Dynamics in a Stochastic Spatio-Temporal Simulation Model on a Multiplex Network

H. M. Shadman Tabib, Jaber Ahmed Deedar, K. M. Ariful Kabir

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.MA

Unlocking the Potential of Past Research: Using Generative AI to Reconstruct Healthcare Simulation Models

Thomas Monks, Alison Harper, Amy Heather

机构 * University of Exeter Medical School（埃克塞特大学医学院） ； Centre for Simulation, Analytics and Modelling (CSAM)（模拟、分析与建模中心） ； University of Exeter Business School（埃克塞特大学商学院） 纠错

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.AI

Journal ref Journal of the Operational Research Society (2025) September. pp 1-24

Online Discovery of Simulation Models for Evolving Business Processes (Extended Version)

Francesco Vinci, Gyunam Park, Wil van der Aalst, Massimiliano de Leoni

机构 * University of Padua, Italy（意大利帕多瓦大学） ； Fraunhofer Institute for Applied Information Technology (FIT)（弗劳恩霍夫应用信息技术研究所） ； RWTH Aachen University（亚琛工业大学） 纠错

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.LG

GenAI for Simulation Model in Model-Based Systems Engineering

Lin Zhang, Yuteng Zhang, Dusit Niyato, Lei Ren, Pengfei Gu, Zhen Chen, Yuanjun Laili, Wentong Cai, Agostino Bruzzone

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.AI

Comments This work has been submitted to the IEEE for possible publication

Differentiable Calibration of Inexact Stochastic Simulation Models via Kernel Score Minimization

Ziwei Su, Diego Klabjan

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.LG

Comments 31 pages, 12 tables, 4 figures

Activity-based and agent-based Transport model of Melbourne (AToM): an open multi-modal transport simulation model for Greater Melbourne

Afshin Jafari, Dhirendra Singh, Alan Both, Mahsa Abdollahyar, Lucy Gunn, Steve Pemberton, Billie Giles-Corti

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.AI

SimFair: Physics-Guided Fairness-Aware Learning with Simulation Models

Zhihao Wang, Yiqun Xie, Zhili Li, Xiaowei Jia, Zhe Jiang, Aolin Jia, Shuo Xu

专题命中 仿真与规划 ：simulation model(title)；分类 cs.AI、cs.LG

Comments Accepted to AAAI 2024 (preprint)

Identifying Simulation Model Through Alternative Techniques for a Medical Device Assembly Process

Fatemeh Kakavandi

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.LG

Hybrid data driven/thermal simulation model for comfort assessment

Romain Barbedienne, Sara Yasmine Ouerk, Mouadh Yagoubi, Hassan Bouia, Aurelie Kaemmerlen, Benoit Charrier

专题命中 仿真与规划 ：simulation model(title)；分类 cs.AI、cs.LG

Sim-Env: Decoupling OpenAI Gym Environments from Simulation Models

Andreas Schuderer, Stefano Bromuri, Marko van Eekelen

专题命中 仿真与规划 ：simulation model(title)；分类 cs.LG、cs.MA

Comments 17 pages, 6 figures, v2 adds supplementary material (4 pages) and 2 ancillary code files

From Natural Language to Simulations: Applying GPT-3 Codex to Automate Simulation Modeling of Logistics Systems

Ilya Jackson, Maria Jesus Saenz

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.AI

Learning Accurate Business Process Simulation Models from Event Logs via Automated Process Discovery and Deep Learning

Manuel Camargo, Marlon Dumas, Oscar González-Rojas

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.AI

Comments 16 pages, 4 figures

COVIDHunter: An Accurate, Flexible, and Environment-Aware Open-Source COVID-19 Outbreak Simulation Model

Mohammed Alser, Jeremie S. Kim, Nour Almadhoun Alserr, Stefan W. Tell, Onur Mutlu

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.LG

Taxim: An Example-based Simulation Model for GelSight Tactile Sensors

Zilin Si, Wenzhen Yuan

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.RO

Patients, Primary Care, and Policy: Simulation Modeling for Health Care Decision Support

Martin Comis, Catherine Cleophas, Christina Büsing

专题命中 仿真与规划 ：simulation model(title,abstract)；分类 cs.MA

Comments Modifications w.r.t. the previous version: corrected typos; fixed a bug in SiM-Care implementation; revised Section 4 using the updated SiM-Care implementation; extended Section 3.7.3 to clearify walk-in behavior; extended Section 3.7.2 to clearify the process of arranging follow-up visits; authors are no longer arranged alphabetically

Journal ref Health Care Management Science 2021

Cognitive simulation models for inertial confinement fusion: Combining simulation and experimental data

K. D. Humbird, J. L. Peterson, J. Salmonson, B. K. Spears

专题命中 仿真与规划 ：simulation model(title)；分类 cs.LG；predictive model(abstract)