← Search

Jan Kronqvist

2 accepted papers

2023

Globally solving the Gromov-Wasserstein problem for point clouds in low dimensional Euclidean spaces

NeurIPS 2023poster

This paper presents a framework for computing the Gromov-Wasserstein problem between two sets of points in low dimensional spaces, where the discrepancy is the squared Euclidean norm. The Gromov-Wasserstein problem is a generalization of the optimal transport problem that finds the assignment betwee…

Cited by 8SourcePDFScholar
2021

Partition-Based Formulations for Mixed-Integer Optimization of Trained ReLU Neural Networks

NeurIPS 2021poster

This paper introduces a class of mixed-integer formulations for trained ReLU neural networks. The approach balances model size and tightness by partitioning node inputs into a number of groups and forming the convex hull over the partitions via disjunctive programming. At one extreme, one partition…