2 papers
eess.SY2026
Simulation-in-the-Reasoning (SiR): A Conceptual Framework for Empirically Grounded AI in Autonomous Transportation
Wuping Xin
Large Language Models (LLMs) have advanced reasoning through techniques like Chain-of-Thought (CoT). However, their reasoning largely re-mains textual and hypothetical, lacking emp…
eess.SY2026
Differentiable Stochastic Traffic Dynamics: Physics-Informed Generative Modelling in Transportation
Wuping Xin
Macroscopic traffic flow is stochastic, but the physics-informed deep learning methods currently used in transportation literature embed deterministic PDEs and produce point-valued…