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