248 citations · 1.3k across the 45 of their papers we have counts for
6 papers · 1 filter
PreGAN: Preemptive Migration Prediction Network for Proactive Fault-Tolerant Edge Computing
Shreshth Tuli, Giuliano Casale, Nicholas R. Jennings
Building a fault-tolerant edge system that can quickly react to node overloads or failures is challenging due to the unreliability of edge devices and the strict service deadlines…
START: Straggler Prediction and Mitigation for Cloud Computing Environments using Encoder LSTM Networks
Shreshth Tuli, Sukhpal Singh Gill, Peter Garraghan +3
Modern large-scale computing systems distribute jobs into multiple smaller tasks which execute in parallel to accelerate job completion rates and reduce energy consumption. However…
HUNTER: AI based Holistic Resource Management for Sustainable Cloud Computing
Shreshth Tuli, Sukhpal Singh Gill, Minxian Xu +8
The worldwide adoption of cloud data centers (CDCs) has given rise to the ubiquitous demand for hosting application services on the cloud. Further, contemporary data-intensive indu…
Generative Optimization Networks for Memory Efficient Data Generation
Shreshth Tuli, Shikhar Tuli, Giuliano Casale +1
In standard generative deep learning models, such as autoencoders or GANs, the size of the parameter set is proportional to the complexity of the generated data distribution. A sig…
Optimal Auction Design for the Gradual Procurement of Strategic Service Provider Agents
Farzaneh Farhadi, Maria Chli, Nicholas R. Jennings
We consider an outsourcing problem where a software agent procures multiple services from providers with uncertain reliabilities to complete a computational task before a strict de…
COSCO: Container Orchestration using Co-Simulation and Gradient Based Optimization for Fog Computing Environments
Shreshth Tuli, Shivananda Poojara, Satish N. Srirama +2
Intelligent task placement and management of tasks in large-scale fog platforms is challenging due to the highly volatile nature of modern workload applications and sensitive user…