International audienceWe proposed a new concept of weak numerical reproducibilityand a systematic approach for it with a support of minimal-precisiontuning and validation. We expect that the concept of weak numericalreproducibility covers most of the demands for reproducibility incomputational sciences. Besides, the minimal-precision computingsystem can address the demands for accuracy, high-performance, andenergy efficient computation as well; ultimately, if it has been realizedwith new hardware like FPGAs. Although the proposed system is stillin development, some of key components are already available, andmany of them have been developed by us
Discusses solutions to the reproducible computational research in computational science
HPC simulations in various scientific domains suffer from failures of numerical reproducibility beca...
Abstract. Most mathematical formulae are defined in terms of operations on real numbers, but compute...
International audienceWe propose a new systematic approach for minimal-precisioncomputations. This a...
International audienceQuestions whether numerical simulation is reproducible or not have been report...
Questions whether numerical simulation is reproducible or not have been reported in severa...
Abstract. Questions whether numerical simulation is reproducible or not have been reported in severa...
International audienceOne of the major criteria for the scientificity of a research study is reprodu...
Uses of computer-based based systems often want perfect reproducibility: when encountering the same ...
Abstract—Bit-reproducibility has many advantages in the context of high-performance computing. Besid...
Traditional design of numerical software with result verification is based on the assumption that we...
Abstract—Many scientific applications go through a thorough validation and verification (“V&V”) ...
Over the recent years the importance of numerical experiments has gradually been more recognized. No...
International audienceThe lack of numerical reproducibility for parallel floating-point computations...
The manuscript was edited before publication, and this version does not correspond exactly to the fi...
Discusses solutions to the reproducible computational research in computational science
HPC simulations in various scientific domains suffer from failures of numerical reproducibility beca...
Abstract. Most mathematical formulae are defined in terms of operations on real numbers, but compute...
International audienceWe propose a new systematic approach for minimal-precisioncomputations. This a...
International audienceQuestions whether numerical simulation is reproducible or not have been report...
Questions whether numerical simulation is reproducible or not have been reported in severa...
Abstract. Questions whether numerical simulation is reproducible or not have been reported in severa...
International audienceOne of the major criteria for the scientificity of a research study is reprodu...
Uses of computer-based based systems often want perfect reproducibility: when encountering the same ...
Abstract—Bit-reproducibility has many advantages in the context of high-performance computing. Besid...
Traditional design of numerical software with result verification is based on the assumption that we...
Abstract—Many scientific applications go through a thorough validation and verification (“V&V”) ...
Over the recent years the importance of numerical experiments has gradually been more recognized. No...
International audienceThe lack of numerical reproducibility for parallel floating-point computations...
The manuscript was edited before publication, and this version does not correspond exactly to the fi...
Discusses solutions to the reproducible computational research in computational science
HPC simulations in various scientific domains suffer from failures of numerical reproducibility beca...
Abstract. Most mathematical formulae are defined in terms of operations on real numbers, but compute...