The tasks of systems and network telemetry are vital for effective operations and management of HPC and distributed computing systems by offering comprehensive measurement and analysis capabilities to provide visibility into what is occurring at any time. The tasks will be significantly complicated with the greater complexity of computing systems, increasing network speed, and the newly introduced mobile and IoT devices. Such changes will render the existing telemetry and analysis techniques outdated, and more scalable techniques may be in place for data-driven and deeper data analysis. In addition to the quantitative and qualitative challenges, data pressure in systems and networks also comes from various sources such as sensors, computing systems, networking and security devices, and other emerging computing elements speaking with different syntax and semantics, which makes organizing and incorporating the generated data difficult for extensive analysis. This workshop aims at bridging the systems and network measurement and the latest advances in artificial intelligence and data science technologies to advance the performance and reliability of HPC and distributed systems. New analysis techniques are needed in the modern world from the diverse angles of systems/network performance, availability, and security. For example, real-time streaming analytics algorithms and methods need to be explored for estimating network performance and summarizing the traffic variables to capture the network activities due to the network bandwidth increase. Multivariate analysis of telemetric variables may provide an intuitive, comprehensive view of the systems and network dynamics. New logging techniques are also needed with the latest developments in storage and archival technologies. In addition, many applications in this area may need to address the application-specific requirements and challenges. This workshop intends to share visions of investigating new approaches and methods at the intersection of data sciences and HPC/distributed computing systems. Topics of Interest (but not limited to)
Submission Guidelines All papers must be original and
not simultaneously submitted to another journal or conference. Authors are
invited to submit either a full (max 8 pages) paper or a short/work-in-progress
(max 5 pages) paper. Papers will be peer-reviewed, and accepted papers will be published in the workshop proceedings as part of the ACM digital library.
Submission link:
https://snta24.hotcrp.com/paper/new Important Dates Committees Program
Committee Organizing Committee Keynote Speaker (TBD) Publication Papers will be peer-reviewed, and
accepted papers will be published in the workshop proceedings as part of the ACM
digital library. Venue The conference will be held
in conjunction with ACM HPDC 2024.
Contact All questions about submissions
should be emailed to SNTA.help@gmail.com. |