The mathematics behind artificial intelligence (AI) and machine learning (ML) rely on linear algebra, calculus, probability, ...

To address this issue, we perform a comprehensive convergence rate analysis of stochastic gradient descent (SGD) with biased gradients for decentralized optimization. In non-convex settings, we show ...

His strategy reflects the fact that, as much as he claims a sweeping electoral mandate, he faces a delicate political calculus on abortion, which polling shows a majority of Americans believe ...

In time, it would transform the foundations of mathematics. Calculus is a powerful mathematical tool. But for hundreds of years after its invention in the 17th century, it stood on a shaky foundation.