Nonlinear (trilinear) terms in Gurobi not supported through JuMP?

Is there a way I can use JuMP directly to solve this with Gurobi?

Not yet. An upcoming release of Gurobi will offer better support for nonlinear (non-quadratic) functions.

I can introduce another variable and split the trilinear term into two quadratic terms

This is the way.

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