55 citations · 59 across the 6 of their papers we have counts for
7 papers
Saarthi: An End-to-End Intelligent Platform for Optimising Distributed Serverless Workloads
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
FaaS offers significant advantages with its infrastructure abstraction, on-demand execution, and attractive no idle resource pricing for modern cloud applications. Despite these be…
Serv-Drishti: An Interactive Serverless Function Request Simulation Engine and Visualiser
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
The rapid adoption of serverless computing necessitates a deeper understanding of its underlying operational mechanics, particularly concerning request routing, cold starts, functi…
Dynamic Function Configuration and its Management in Serverless Computing: A Taxonomy and Future Directions
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
The serverless cloud computing model offers a framework where the service provider abstracts the underlying infrastructure management from developers. In this serverless model, Faa…
Input-Based Ensemble-Learning Method for Dynamic Memory Configuration of Serverless Computing Functions
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
In today's Function-as-a-Service offerings, a programmer is usually responsible for configuring function memory for its successful execution, which allocates proportional function…
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…