Spatial–Temporal Dynamic Graph Differential Equation Network for Traffic Flow Forecasting

J Zhou, X Qin, Y Ding, H Ma - Mathematics, 2023 - mdpi.com
Traffic flow forecasting is the foundation of intelligent transportation systems. Accurate traffic
forecasting is crucial for intelligent traffic management and urban development. However …

On Calibration of Mathematical Finance Models by Hypernetworks

Y Yang, TM Hospedales - … Machine Learning and Knowledge Discovery in …, 2023 - Springer
The process of fitting mathematical finance (MF) models for option pricing-known as
calibration-is expensive because evaluating the pricing function usually requires Monte …

Meta-learning representations with relational structure

B Day - 2023 - repository.cam.ac.uk
Abstract Representation learning has emerged as a versatile tool that is able to take
advantage of the vast datasets acquired using digital technologies. The broad applicability …