[hpc-announce] CFP Reminder AI4Sys at HPDC deadline 18 April

[Lofstead, Jay F]

https://urldefense.us/v3/__https://ai4sys.github.io/__;!!G_uCfscf7eWS!bxzO-UDEpls2Ov7kAUaH6q2b1wFpnqe19ncwcIP9jbQZZcahh8yvFwE8LtlD6WdWo2KBVcNRp8MuiUc81NFWO4VfiQ$ 

Submission deadline 18 April 2026

AI/ML techniques are being incorporated into all aspects of the scientific and engineering process. One early effort area has been to replace previous autonomic system components with AI ``agents'' that can offer more nuanced and continuously updated automation behavior. Work has been done to try to predict IO behavior to enable more efficient machine throughput, log monitoring to detect patterns that may reveal either security concerns or faulty components that fail in consistent, but unusual ways, and to manage applications and caches to better address the system at a whole than by individual components. All of these and many more system-related tasks address a complex, sometimes intractable problem, and seeks to use AI tools to offer better solutions than either heuristics or scope limited solutions that have existed previously.

This workshop solicits novel work that explores how to effectively incorporate AI into system management and monitoring, particularly for complex systems that support scientific and engineering workloads (i.e., cloud and HPC).

Areas of interest and domains of work include, but are not limited to:
Tools and runtimes for incorporating AI into systems
Privacy and security concerns for managing system data used for model creation
Continuous model evolution and the impacts of chasing current workloads on a dynamic system
AI algorithms for systems problems
Subsystem related optimizations including operating systems, data migration, storage, job management, resource allocation, and related topics
Position and experience papers on using AI in systems