3 papers
cs.SE2025
Approach Towards Semi-Automated Certification for Low Criticality ML-Enabled Airborne Applications
Chandrasekar Sridhar, Vyakhya Gupta, Prakhar Jain +1
As Machine Learning (ML) makes its way into aviation, ML enabled systems including low criticality systems require a reliable certification process to ensure safety and performance…
cs.DC2025
POSEIDON : Efficient Function Placement at the Edge using Deep Reinforcement Learning
Prakhar Jain, Prakhar Singhal, Divyansh Pandey +2
Edge computing allows for reduced latency and operational costs compared to centralized cloud systems. In this context, serverless functions are emerging as a lightweight and effec…
cs.SE2024
Reimagining Self-Adaptation in the Age of Large Language Models
Raghav Donakanti, Prakhar Jain, Shubham Kulkarni +1
Modern software systems are subjected to various types of uncertainties arising from context, environment, etc. To this end, self-adaptation techniques have been sought out as pote…