APA (7th ed.) Citation

Yao, Y., Bhatnagar, S., Mazzola, M., Belagiannis, V., Gilitschenski, I., Palmieri, L., . . . Hallgarten, M. (2025). AGENTS-LLM: Augmentative GENeration of Challenging Traffic Scenarios with an Agentic LLM Framework.

Chicago Style (17th ed.) Citation

Yao, Yu, Salil Bhatnagar, Markus Mazzola, Vasileios Belagiannis, Igor Gilitschenski, Luigi Palmieri, Simon Razniewski, and Marcel Hallgarten. AGENTS-LLM: Augmentative GENeration of Challenging Traffic Scenarios with an Agentic LLM Framework. 2025.

MLA (9th ed.) Citation

Yao, Yu, et al. AGENTS-LLM: Augmentative GENeration of Challenging Traffic Scenarios with an Agentic LLM Framework. 2025.

Warning: These citations may not always be 100% accurate.