Many papers formulate their (NP-hard) problem as ILP or MILP and then show Cplex/Gurobi are unable to solve instances of a certain size. Then they introduce a meta-heuristic solution approach to solve these large instances.
My question is: have there been any attempts to build a meta-heuristic solver that can be directly applied to any MIP-formulation? If not, why not?