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SNTA 2024 : ACM Seventh International Workshop on Systems and Network Telemetry and Analytics

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Link: https://sntaworkshop.github.io/2024/
 
When Jun 3, 2024 - Jun 4, 2024
Where Pisa, Italy
Submission Deadline Mar 1, 2024
Notification Due Apr 1, 2024
Final Version Due Apr 18, 2024
Categories    HPC   networking   machine learning   artificial intelligence
 

Call For Papers

Call for Papers
The Seventh International Workshop on
Systems and Network Telemetry and Analytics (SNTA’24)
Pisa, Italy, June 3-4, 2024
in conjunction with ACM HPDC 2024 (http://www.hpdc.org/2024/)

Scope:
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 Such changes will render the existing telemetry and analysis techniques outdated, and more scalable processes may be in place for data-driven and deeper data analysis.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.


Topic of Interest (but not limited to):
- Systems and network measurement, analysis, and summarization
- Data-driven, multivariate, streaming-based data processing
- Scalable distributed and federated machine learning
- Performance modeling, analysis, and optimization
- Intelligent workflow, visualization, and applications
- Cybersecurity, forensics, privacy, and anonymization
- Smart instruments, edge/fog-systems, and IoTs
- Wireless, sensor, 5G/6G networks measurement and analysis
- Software/knowledge-defined-* technologies
- Advances in network and storage technologies
- Design and evaluation of HPC and distributed systems
- Best practices and implementations tied to systems/network data analysis

Important Dates:
Submission deadline: March 1, 2024
Author notification: April 1, 2024
Camera-ready deadline: April 18, 2024
Workshop: June 3-4, 2024

Paper Submission:
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 (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

Workshop home: https://sntaworkshop.github.io/2024/

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