This directory contains codes by Arun Jagota (jagota@ICSI.Berkeley.EDU) and Laura Sanchis (laura@CS.COLGATE.EDU) exploring neural-network approaches to approximate the solution of max-clique and vertex coloring. Implementations in both C and Mathematica are provided, along with associated journal references.