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Sparse Merging Paradigm Augmented Lagrangian Method Convex Optimization Policy Optimization Asynchronous Optimization Trust Region Methods Curvature Analysis Beam Search Trajectory-Grounded Guidance Path Selection Algorithms Gradient Methods Interpolation Methods