Published February 6, 2024 | Version v0.4
Software Open

MIPLearn: An Extensible Framework for Learning-Enhanced Optimization

  • 1. Argonne National Laboratory
  • 2. Georgia Institute of Technology

Description

MIPLearn is an extensible framework for solving discrete optimization problems using a combination of Mixed-Integer Linear Programming (MIP) and Machine Learning (ML). MIPLearn uses ML methods to automatically identify patterns in previously solved instances of the problem, then uses these patterns to accelerate the performance of conventional state-of-the-art MIP solvers such as CPLEX, Gurobi or XPRESS.

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ANL-CEEESA/MIPLearn-v0.4.zip

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