LimSim: A Long-term Interactive Multi-scenario Traffic Simulator
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Abstract (arXiv)
With the growing popularity of digital twin and autonomous driving in transportation, the demand for simulation systems capable of generating high-fidelity and reliable scenarios is increasing. Existing simulation systems suffer from a lack of support for different types of scenarios, and the vehicle models used in these systems are too simplistic. Thus, such systems fail to represent driving styles and multi-vehicle interactions, and struggle to handle corner cases in the dataset. In this paper, we propose LimSim, the Long-term Interactive Multi-scenario traffic Simulator, which aims to provide a long-term continuous simulation capability under the urban road network. LimSim can simulate fine-grained dynamic scenarios and focus on the diverse interactions between multiple vehicles in the traffic flow. This paper provides a detailed introduction to the framework and features of the LimSim, and demonstrates its performance through case studies and experiments. LimSim is now open source on GitHub: https://www.github.com/PJLab-ADG/LimSim .
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 13 Jul 2023.
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Citing papers per year: 2023: 2; 2024: 6; 2025: 5.
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- 2024DriveArena: A Closed-loop Generative Simulation Platform for Autonomous Drivingcited by 98
- 2024HUGSIM: A Real-Time, Photo-Realistic and Closed-Loop Simulator for Autonomous Drivingcited by 84
- 2025A Survey of World Models for Autonomous Drivingcited by 60
- 2024DreamForge: Motion-Aware Autoregressive Video Generation for Multi-View Driving Scenescited by 34
- 2024DrivingSphere: Building a High-fidelity 4D World for Closed-loop Simulationcited by 34
- 2024LimSim++: A Closed-Loop Platform for Deploying Multimodal LLMs in Autonomous Drivingcited by 32
- 2023Towards Knowledge-driven Autonomous Drivingcited by 29
- 2025The Role of World Models in Shaping Autonomous Driving: A Comprehensive Surveycited by 29
- 2025RealEngine: Simulating Autonomous Driving in Realistic Contextcited by 10
- 2023Tactics2D: A Highly Modular and Extensible Simulator for Driving Decision-makingcited by 4
- 2025Adversarial Generation and Collaborative Evolution of Safety-Critical Scenarios for Autonomous Vehiclescited by 4
- 2025SymDrive: Realistic and Controllable Driving Simulator via Symmetric Auto-regressive Online Restorationcited by 2
- 2025SymDrive: Realistic and Controllable Driving Simulator via Symmetric Auto-regressive Online Restoration25 Dec 2025
- 2025Adversarial Generation and Collaborative Evolution of Safety-Critical Scenarios for Autonomous Vehicles20 Aug 2025
- 2025RealEngine: Simulating Autonomous Driving in Realistic Context22 May 2025
- 2025The Role of World Models in Shaping Autonomous Driving: A Comprehensive Survey14 Feb 2025
- 2025A Survey of World Models for Autonomous Driving20 Jan 2025
- 2024HUGSIM: A Real-Time, Photo-Realistic and Closed-Loop Simulator for Autonomous Driving2 Dec 2024
- 2024DrivingSphere: Building a High-fidelity 4D World for Closed-loop Simulation18 Nov 2024
- 2024DreamForge: Motion-Aware Autoregressive Video Generation for Multi-View Driving Scenes6 Sep 2024
- 2024DriveArena: A Closed-loop Generative Simulation Platform for Autonomous Driving1 Aug 2024
- 2024Autonomous vehicle decision and control through reinforcement learning with traffic flow randomization5 Mar 2024
- 2024LimSim++: A Closed-Loop Platform for Deploying Multimodal LLMs in Autonomous Driving2 Feb 2024
- 2023Towards Knowledge-driven Autonomous Driving7 Dec 2023
1 more
- 2024DriveArena: A Closed-loop Generative Simulation Platform for Autonomous Drivingcited by 98
- 2023Towards Knowledge-driven Autonomous Drivingcited by 29
- 2025Adversarial Generation and Collaborative Evolution of Safety-Critical Scenarios for Autonomous Vehiclescited by 4
- 2024Autonomous vehicle decision and control through reinforcement learning with traffic flow randomizationcited by 0
- 2025Adversarial Generation and Collaborative Evolution of Safety-Critical Scenarios for Autonomous Vehicles20 Aug 2025
- 2024DriveArena: A Closed-loop Generative Simulation Platform for Autonomous Driving1 Aug 2024
- 2024Autonomous vehicle decision and control through reinforcement learning with traffic flow randomization5 Mar 2024
- 2023Towards Knowledge-driven Autonomous Driving7 Dec 2023
- 2024HUGSIM: A Real-Time, Photo-Realistic and Closed-Loop Simulator for Autonomous Drivingcited by 84
- 2025A Survey of World Models for Autonomous Drivingcited by 60
- 2025The Role of World Models in Shaping Autonomous Driving: A Comprehensive Surveycited by 29
- 2025RealEngine: Simulating Autonomous Driving in Realistic Contextcited by 10
- 2025RealEngine: Simulating Autonomous Driving in Realistic Context22 May 2025
- 2025The Role of World Models in Shaping Autonomous Driving: A Comprehensive Survey14 Feb 2025
- 2025A Survey of World Models for Autonomous Driving20 Jan 2025
- 2024HUGSIM: A Real-Time, Photo-Realistic and Closed-Loop Simulator for Autonomous Driving2 Dec 2024
- 2024DrivingSphere: Building a High-fidelity 4D World for Closed-loop Simulationcited by 34
- 2023Tactics2D: A Highly Modular and Extensible Simulator for Driving Decision-makingcited by 4
- 2025SymDrive: Realistic and Controllable Driving Simulator via Symmetric Auto-regressive Online Restorationcited by 2
- 2025SymDrive: Realistic and Controllable Driving Simulator via Symmetric Auto-regressive Online Restoration25 Dec 2025
- 2024DrivingSphere: Building a High-fidelity 4D World for Closed-loop Simulation18 Nov 2024
- 2023Tactics2D: A Highly Modular and Extensible Simulator for Driving Decision-making18 Nov 2023