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Author

H. Ltaief

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Preprint Sep 2026

Mixed-Precision Computing for Scientific Discovery: Formats, Co-Design, and Responsible Approximation

This paper organizes the landscape around seven coupled themes---number formats, floating-point emulation, emerging architectures, hardware/software co-design, relation to other approximations, software design, and precision as a multilevel resource ---and synthesizes the state of the art, future directions, and open q...

E. Agullo, H. Anzt, Daniel Bauer et al. · 0 citations
Preprint Sep 2026

Dense Matrices Are Alike; Sparse Matrices Are Sparse in Their Own Way: A Structure-Adaptive Tile Cholesky Factorization

A lightweight selector captures the sparsity pattern of the Cholesky factor and routes the matrix to one of three regimes: dense, sparse, or an intermediate semisparse regime, which achieves the lowest total factorization time in every regime.

Esmail Abdul Fattah, H. Ltaief, H. Rue et al. · 1 citation
Book Open access Jul 2026

Cheetah: Optimizing Execution Pipelines for Matrix-Free Finite Element Operators on GPUs

Cheetah is presented, a set of kernel-level optimizations that systematically redesign the execution pipeline of just-in-time compiled matrix-free finite element operators without modifying the mathematical formulation or user-facing programming model and demonstrates that low-level kernel restructuring is essential fo...

Jie Ren, H. Ltaief, Stefano Zampini et al. · 0 citations

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