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Large language models for time series: A survey
Large Language Models (LLMs) have seen significant use in domains such as natural
language processing and computer vision. Going beyond text, image and graphics, LLMs …
language processing and computer vision. Going beyond text, image and graphics, LLMs …
Large models for intelligent transportation systems and autonomous vehicles: A survey
Large models are widely used in intelligent transportation systems (ITS) and autonomous
vehicles (AV) due to their excellent new capabilities such as intelligence emergence …
vehicles (AV) due to their excellent new capabilities such as intelligence emergence …
Chatscene: Knowledge-enabled safety-critical scenario generation for autonomous vehicles
Abstract We present ChatScene a Large Language Model (LLM)-based agent that
leverages the capabilities of LLMs to generate safety-critical scenarios for autonomous …
leverages the capabilities of LLMs to generate safety-critical scenarios for autonomous …
The waymo open sim agents challenge
Simulation with realistic, interactive agents represents a key task for autonomous vehicle
software development. In this work, we introduce the Waymo Open Sim Agents Challenge …
software development. In this work, we introduce the Waymo Open Sim Agents Challenge …
Drivedreamer-2: Llm-enhanced world models for diverse driving video generation
World models have demonstrated superiority in autonomous driving, particularly in the
generation of multi-view driving videos. However, significant challenges still exist in …
generation of multi-view driving videos. However, significant challenges still exist in …
Scenediffuser: Efficient and controllable driving simulation initialization and rollout
M Jiang, Y Bai, A Cornman, C Davis… - Advances in …, 2025 - proceedings.neurips.cc
Simulation with realistic and interactive agents represents a key task for autonomous vehicle
(AV) software development in order to test AV performance in prescribed, often long-tail …
(AV) software development in order to test AV performance in prescribed, often long-tail …
Realgen: Retrieval augmented generation for controllable traffic scenarios
Simulation plays a crucial role in the development of autonomous vehicles (AVs) due to the
potential risks associated with real-world testing. Although significant progress has been …
potential risks associated with real-world testing. Although significant progress has been …
Empowering autonomous driving with large language models: A safety perspective
Autonomous Driving (AD) encounters significant safety hurdles in long-tail unforeseen
driving scenarios, largely stemming from the non-interpretability and poor generalization of …
driving scenarios, largely stemming from the non-interpretability and poor generalization of …
Drive anywhere: Generalizable end-to-end autonomous driving with multi-modal foundation models
As autonomous driving technology matures, end-to-end methodologies have emerged as a
leading strategy, promising seamless integration from perception to control via deep …
leading strategy, promising seamless integration from perception to control via deep …
[PDF][PDF] Versatile scene-consistent traffic scenario generation as optimization with diffusion
Generating realistic and controllable agent behaviors in traffic simulation is crucial for the
development of autonomous vehicles. This problem is often formulated as imitation learning …
development of autonomous vehicles. This problem is often formulated as imitation learning …