1.1k citations · 2.1k across the 22 of their papers we have counts for
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A New Constructive Heuristic driven by Machine Learning for the Traveling Salesman Problem
Umberto Junior Mele, Luca Maria Gambardella, Roberto Montemanni
Recent systems applying Machine Learning (ML) to solve the Traveling Salesman Problem (TSP) exhibit issues when they try to scale up to real case scenarios with several hundred ver…
Machine Learning Constructives and Local Searches for the Travelling Salesman Problem
Tommaso Vitali, Umberto Junior Mele, Luca Maria Gambardella +1
The ML-Constructive heuristic is a recently presented method and the first hybrid method capable of scaling up to real scale traveling salesman problems. It combines machine learni…
High-Performance Neural Networks for Visual Object Classification
Dan C. Cireşan, Ueli Meier, Jonathan Masci +2
We present a fast, fully parameterizable GPU implementation of Convolutional Neural Network variants. Our feature extractors are neither carefully designed nor pre-wired, but rathe…