Auto-tuning of IO accelerators using black-box optimization. - Sophie Robert 002; Soraya Zertal; Gaël Goret (HPCS, 2019)

SHAMan: A Flexible Framework for Auto-tuning HPC Systems. - Sophie Robert 002; Soraya Zertal; Philippe Couvée (MASCOTS (Revised Selected Papers), 2020)

SHAMan: an intelligent framework for HPC auto-tuning of I/O accelerators. - Sophie Robert 002; Soraya Zertal; Gaël Goret (SITA, 2020)

Record Linkage for Auto-tuning of High Performance Computing Systems. - Sophie Robert 002; Lionel Vincent; Soraya Zertal; Philippe Couvée (MEDI Workshops, 2021)

A comparative study of black-box optimization heuristics for online tuning of high performance computing I/O accelerators. - Sophie Robert 002; Soraya Zertal; Gregory Vaumourin; Philippe Couvée (Concurr. Comput. Pract. Exp., 2021)

Auto-tuning of computer systems using black-box optimization : an application to the case of I/O accelerators. (auto-optimisation de systèmes informatiques à l'aide de méthodes d'optimisation de boîte noire : une application au cas des accélérateurs E/S). - Sophie Robert-Hayek (2021)

SHAMan: A Versatile Auto-tuning Framework for Costly and Noisy HPC Systems. - Sophie Robert 002; Soraya Zertal; Philippe Couvée (OLA, 2022)

Unraveling the Synoptic puzzle: stylometric insights into Luke's potential use of Matthew. - Sophie Robert-Hayek; Jacques Istas; Frédérique Rey (CHR, 2023)

Forecasting File Lifecycles for Intelligent Data Placement in Hierarchical Storage. - Adrian Khelili; Sophie Robert-Hayek; Soraya Zertal (SBAC-PAD, 2023)

Pattern Matching to improve Accuracy and Efficiency of File Lifecycles Forecasting. - Adrian Khelili; Sophie Robert-Hayek; Soraya Zertal (SITA, 2023)

Application-Agnostic Auto-Tuning of Open MPI Collectives Using Bayesian Optimization. - Emmanuel Jeannot; Pierre Lemarinier; Guillaume Mercier; Sophie Robert-Hayek; Richard Sartori (IPDPS (Workshops), 2024)

A Classifier of Word-Level Variants in Witnesses of Biblical Hebrew Manuscripts. - Iglika Nikolova-Stoupak; Maxime Amblard; Sophie Robert-Hayek; Frédérique Rey (ACL (Findings), 2025)

EVADyR: A new dynamic resampling algorithm for auto-tuning noisy High Performance Computing systems. - Sophie Robert-Hayek; Soraya Zertal; Philippe Couvée (J. Comput. Sci., 2025)