BIPNN reformulates nonlinear binary integer programs as polynomial unconstrained objectives and uses a hypergraph neural network with annealing to produce approximate solutions.
Optimal qubit assignment and routing via integer programming.ACM Transactions on Quantum Computing, 4(1):1–31, 2022
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BIPNN: Learning to Solve Binary Integer Programming via Hypergraph Neural Networks
BIPNN reformulates nonlinear binary integer programs as polynomial unconstrained objectives and uses a hypergraph neural network with annealing to produce approximate solutions.