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Mar 26, 2024 · One approach to formally certify properties of neural networks is to solve a mixed-integer program based on the network. This approach suffers from ...
Oct 25, 2023 · The literature has shown how to optimize and analyze the parameters of different types of neural networks using mixed integer linear programs (MILP).
Mar 26, 2024 · Specifically, NNs with rectified linear (ReLU) activation functions can be encoded exactly using mixed- integer linear constraints [9], allowing optimisation ...
Duration: 29:56
Posted: Feb 23, 2024
Posted: Feb 23, 2024
Jun 7, 2024 · Solving Mixed Integer Programs Using Neural Networks. Vinod Nair, Sergey ... Optimal training of integer-valued neural networks with mixed integer programming.
Nov 26, 2023 · Applying cutting-edge deep learning to solve integer programming problems is encouraging. This research focuses on generating feasible solutions by generative ...
Jul 17, 2023 · Mixed-integer optimisation problems can be computationally challenging. Here, we introduce and analyse two efficient algorithms with a specific sequential ...
Jul 21, 2023 · We present a reinforcement learning framework for selecting cuts, and train our design using said framework over MIPLIB 2017 and a neural network verification ...
Aug 8, 2023 · Graph convolutional neural network (GCN) based methods have achieved noticeable performance in solving mixed in- teger programming problems (MIPs).
Duration: 4:38
Posted: Nov 7, 2023
Posted: Nov 7, 2023