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math.OC2026
Soft Separation for Adaptive Robust Optimization
Qingyuan Xu, Ruiwei Jiang
We propose an algorithmic framework for solving adaptive robust optimization with provable guarantees on both tractability and solution accuracy. The framework introduces soft sepa…
math.OC2026
Generalized Dual Decomposition
Pengyu Zhang, Ruiwei Jiang
We study two-stage stochastic optimization models with mixed-integer decision variables appearing in both stages. For these models, dual decomposition enables parallel computing im…