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cs.LG2023
Parameterized Convex Minorant for Objective Function Approximation in Amortized Optimization
Jinrae Kim, Youdan Kim
Parameterized convex minorant (PCM) method is proposed for the approximation of the objective function in amortized optimization. In the proposed method, the objective function app…
cs.LG2022★ 4 cited
Parameterized Convex Universal Approximators for Decision-Making Problems
Jinrae Kim, Youdan Kim
Parameterized max-affine (PMA) and parameterized log-sum-exp (PLSE) networks are proposed for general decision-making problems. The proposed approximators generalize existing conve…