GitHub

Codes for the paper "Residuals-Based Distributionally Robust Optimization with Covariate Information"

The included PDF is the latest version of the paper. Results in the paper were generated using Julia 0.6.4, Python 3.8.5, JuMP 0.18.5, Gurobi 8.1.0, GLMNet 0.3.0, and NumPy 1.19.2. Most of the code ...
Semiconductor Engineering

DNN-Opt, A Novel Deep Neural Network (DNN) Based Black-Box Optimization Framework For Analog Sizing

This technical paper titled “DNN-Opt: An RL Inspired Optimization for Analog Circuit Sizing using Deep Neural Networks” is co-authored from researchers at The University of Texas at Austin, Intel, ...