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Mansur M. Arief

2 papers indexed

arxiveess.SYcs.AImath.OC2026-07-11

Comparing Socially-Equitable Renewable Energy Budget Allocation MDP Policies in Mature and Emerging Economies

Riya Kinnarkar, Mansur M. Arief, Yan Pratama Akhra, Dino Arla

Equitable renewable-energy planning is a sequential decision problem, but the decision variables available to a public planner differ sharply between mature and emerging economies. In the former the government largely builds generation, while in the latter it steers private inves…

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arxivcs.LG2026-06-29

Simplifying Flow Matching Transformations with Low-Rank Mixture Models

Liam A. Kruse, Houjun Liu, Alexandros E. Tzikas, Mansur M. Arief, Mykel J. Kochenderfer

Normalizing flows are powerful generative models that learn an invertible mapping between complex data distributions and simple latent distributions, typically a standard normal density. However, this choice of latent density can impose unnecessary complexity on the learned flow…

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