Machine learning in compilers: Past, present and future

H Leather, C Cummins - 2020 Forum for Specification and …, 2020 - ieeexplore.ieee.org
Writing optimising compilers is difficult. The range of programs that may be presented to the
compiler is huge and the systems on which they run are complex, heterogeneous, non …

From repeatability to reproducibility and corroboration

DG Feitelson - ACM SIGOPS Operating Systems Review, 2015 - dl.acm.org
Being able to repeat experiments is considered a hallmark of the scientific method, used to
confirm or refute hypotheses and previously obtained results. But this can take many forms …

Explicating the map** between big data and knowledge management: a systematic literature review and future directions

AK Goswami, A Sinha, M Goswami… - … : An International Journal, 2024 - emerald.com
Purpose This study aims to extend and explore patterns and trends of research in the
linkage of big data and knowledge management (KM) by identifying growth in terms of …

[ΒΙΒΛΙΟ][B] Energy efficient high performance processors: recent approaches for designing green high performance computing

J Haj-Yahya, A Mendelson, YB Asher… - 2018 - Springer
There is a growing demand worldwide for resource conservation in all aspects of daily life.
Utilizing resources effectively, improving environmental performance, and defending global …

[HTML][HTML] A methodology for comparing optimization algorithms for auto-tuning

FJ Willemsen, R Schoonhoven, J Filipovič… - Future Generation …, 2024 - Elsevier
Adapting applications to optimally utilize available hardware is no mean feat: the plethora of
choices for optimization techniques are infeasible to maximize manually. To this end, auto …

SRTuner: Effective compiler optimization customization by exposing synergistic relations

S Park, S Latifi, Y Park, A Behroozi… - 2022 IEEE/ACM …, 2022 - ieeexplore.ieee.org
Despite ceaseless efforts, extremely large and complex optimization space makes even the
state-of-the-art compilers fail in delivering the most performant setting that can fully utilize the …

Collective knowledge: Towards R&D sustainability

G Fursin, A Lokhmotov… - 2016 Design, Automation & …, 2016 - ieeexplore.ieee.org
Research funding bodies strongly encourage research projects to disseminate discovered
knowledge and transfer developed technology to industry. Unfortunately, capturing, sharing …

Reproducibility in research: systems, infrastructure, culture

T Crick, BA Hall, S Ishtiaq - arxiv preprint arxiv:1503.02388, 2015 - arxiv.org
The reproduction and replication of research results has become a major issue for a number
of scientific disciplines. In computer science and related computational disciplines such as …

Repeatability, Reproducibility, Replicability, Reusability (4R) in Journals' Policies and Software/Data Management in Scientific Publications: A Survey, Discussion, and …

JA Hernández, M Colom - arxiv preprint arxiv:2312.11028, 2023 - arxiv.org
With the recognized crisis of credibility in scientific research, there is a growth of
reproducibility studies in computer science, and although existing surveys have reviewed …

BOAST: A metaprogramming framework to produce portable and efficient computing kernels for HPC applications

B Videau, K Pouget, L Genovese… - … Journal of High …, 2018 - journals.sagepub.com
The portability of real high-performance computing (HPC) applications on new platforms is
an open and very delicate problem. Especially, the performance portability of the underlying …