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Yin-Yu Ye

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#machine learning Preprint Sep 2026

LLMs as Adaptive Meta-Solvers: Strategy-Diverse RL for Industrial-Scale Optimization

Scaling LLM-based optimization from textbook-scale instances to real-world, industrial tasks remains a critical open challenge. Existing approaches are predominantly evaluated on small, self-contained textual problems and often commit to a solver-integrated paradigm, limiting their ability to handle the scale and struc...

Shi-Hao Zhang, Wei-Ting Liu, Si-Yu Shao et al. · 0 citations
Preprint Aug 2026

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

We present PDHCG-CQP, a GPU-accelerated first-order solver for large-scale conic convex quadratic programming. PDHCG-CQP supports affine constraints and Cartesian products of nonnegative, second-order, rotated second-order, exponential, and three-dimensional power cones. At its core is a restarted averaged primal-dual...

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

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