Deep learning is increasingly used in financial modeling, but its lack of transparency raises risks. Using the well-known Heston option pricing model as a benchmark, researchers show that global ...

Real-world data typically exhibits long-tailed class distribution and contains label noise. Previous long-tail learning ...

Neel Somani has built a career that sits at the intersection of theory and practice. His work spans formal methods, mac ...