Caloree: Learning control for predictable latency and low energy

N Mishra, C Imes, JD Lafferty, H Hoffmann - ACM SIGPLAN Notices, 2018 - dl.acm.org
Many modern computing systems must provide reliable latency with minimal energy. Two
central challenges arise when allocating system resources to meet these conflicting …

[PDF][PDF] Combining Machine Learning and Control to Manage Computing System Complexity and Dynamics

NMC Imes - people.cs.uchicago.edu
As power and energy become rst-order concerns for computing systems, so ware
developers are increasingly tasked with meeting multiple, o en con icting goals; eg, creating …

[PDF][PDF] Controlling AI Engines in Dynamic Environments

D John - Energy - mlsys.org
A recent paper lists deploying AI in dynamic environments with unpredictable changes as a
major research opportunity. To address this challenge we advocate the integration of AI and …