Author

Hui-Kang Liu

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Preprint Aug 2026

GPU-Accelerated Conic Quadratic Programming with Local Linear Convergence under Strict Complementarity

PDHCG-CQP achieves state-of-the-art robustness among first-order solvers while scaling efficiently to 8 GPUs and instances with up to $4.4\times10^8$ stored primal coordinates.

Hongpei Li, Yicheng Huang, Hui-Kang Liu et al. · 3 citations

Open access Jul 2026

An MILP-Based Solution Scheme for Factored Markov Decision Processes

A new mathematical programming perspective on FMDPs is introduced that swaps hand-crafted machinery for off-the-shelf optimization solvers, unifies and extends existing treatments of context-specific independence, and pairs an approximate linear program with a novel cutting-plane algorithm.

Huikang Liu, W. Wiesemann, Man-Chung Yue · Operational Research · 0 citations