METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO IMPROVE ALGORITHMIC SOLVER PERFORMANCE

摘要

Methods, apparatus, systems, and articles of manufacture are disclosed to improve algorithmic solver performance. An example apparatus includes graph transforming circuitry to generate a vector representation corresponding to a graph input, vector classification circuitry to generate a node embedding machine learning classifier, the node embedding machine learning classifier to cause an output layer of probabilities corresponding to nodes of the graph input, loss calculating circuitry to train a model based on a target algorithmic function, the loss calculating circuitry to inject a solution diversity to reduce equivalent solution error of the target algorithmic function, and algorithmic solving circuitry to calculate solutions based on ranked ones of the output layer of probabilities.