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math.NA2023★ 2 cited
Understanding Automatic Differentiation Pitfalls
Jan Hückelheim, Harshitha Menon, William Moses +3
Automatic differentiation, also known as backpropagation, AD, autodiff, or algorithmic differentiation, is a popular technique for computing derivatives of computer programs accura…
math.NA2023
Fast And Automatic Floating Point Error Analysis With CHEF-FP
Garima Singh, Baidyanath Kundu, Harshitha Menon +3
As we reach the limit of Moore's Law, researchers are exploring different paradigms to achieve unprecedented performance. Approximate Computing (AC), which relies on the ability of…