3 papers
cs.DL2026
Measuring the State of Open Science in Transportation Using Large Language Models
Junyi Ji, Ruth Lu, Linda Belkessa +8
Open science initiatives have strengthened scientific integrity and accelerated research progress across many fields, but the state of their practice within transportation research…
cs.LG2025
From Optimization to Prediction: Transformer-Based Path-Flow Estimation to the Traffic Assignment Problem
Mostafa Ameli, Sulthana Shams, Van Anh Le +1
The traffic assignment problem is essential for traffic flow analysis, traditionally solved using mathematical programs under the Equilibrium principle. These methods become comput…
math.OC2025
Flow-Through Tensors: A Unified Computational Graph Architecture for Multi-Layer Transportation Network Optimization
Xuesong Zhou, Taehooie Kim, Mostafa Ameli +3
Modern transportation network modeling increasingly involves the integration of diverse methodologies including sensor-based forecasting, reinforcement learning, classical flow opt…