Jul 3, 2024 · In a recent study, Nair et al. (2020) present a learning framework to enhance mixed-integer programming (MIP) solvers using two neural networks. One network is ...

Jul 12, 2024 · Our approach formulates the Lyapunov condition verification as a mixed-integer linear program (MIP). Our MIP verifier either certifies the Lyapunov condition, ...

4 days ago · This includes neighborhood search strategies, the ordering of primal heuristics in exact and approximate solutions, and variable assignments in mixed-integer ...

2 days ago · Leveraging an exact mixed-integer reformulation of neural networks, we solve mixed ... using both artificial neural networks and mixed integer linear programming.

Jul 20, 2024 · In this talk, we will first explore how mixed-integer programming (MIP) can be used to detect weaknesses in DNNs and find adversarial examples. We will cover ...

Jul 11, 2024 · The idea of using neural networks (NNs) to practically solve CO problems became pop- ular with the work of Hopfield and Tank (1985). Hopfield NNs are special ...

Jul 1, 2024 · SCIP-SDP allows to solve mixed-integer semidefinite programs, and SCIP-Jack is a solver for Steiner tree problems. Finally, the default instantiations ...

Jul 19, 2024 · codes these bounds as well as the ReLU neural network control policy into a mixed integer linear program. ... NP-hard as it involves solving mixed integer linear ...

Jul 11, 2024 · Brendan O'Donoghue, Nicolas Sonnerat, Christian Tjandraatmadja, Pengming Wang, et al. Solving mixed integer programs using neural networks. arXiv preprint arXiv ...

Jul 17, 2024 · We discuss formulations of integer programs with a huge number of variables and their solution by column generation methods, i.e., implicit pricing of nonbasic ...