Distributed Constraint Optimization Problems (DCOPs) are an important subclass of combinatorial optimization problems, where information and controls distributed among multiple autonomous agents. Previously, Machine Learning (ML) has been largely applied to solve problems by learning effective heuristics. However, existing ML-based heuristic methods often not generalizable different search algo...