55 citations · 59 across the 6 of their papers we have counts for
3 papers · 1 filter
On-demand Cold Start Frequency Reduction with Off-Policy Reinforcement Learning in Serverless Computing
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
Function-as-a-Service (FaaS) is a cloud computing paradigm offering an event-driven execution model to applications. It features serverless attributes by eliminating resource manag…
A Deep Recurrent-Reinforcement Learning Method for Intelligent AutoScaling of Serverless Functions
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
FaaS introduces a lightweight, function-based cloud execution model that finds its relevance in a range of applications like IoT-edge data processing and anomaly detection. While c…
Enabling Kernel Bypass Networking on gem5
Siddharth Agarwal, Minwoo Lee, Ren Wang +1
Full-system simulation of computer systems is critical to capture the complex interplay between various hardware and software components in future systems. Modeling the network sub…