Hardware performance analysis: It
is often difficult to predict the performance of an application on a
new hardware without actually executing the application on the
hardware. My group works on developing analytical and empirical models
for application performance prediction on various hardware platforms.
[IISWC 2021]
Deployment of Edge-AI applications : My
group focuses on developing techniques for joint optimization of
accuracy- throughput-temperature trade-offs in practical deployments of
AI/ML applications (eg. traffic signal control) on Heterogenous MPSoCs.
[COMPASS 2022] [TCAD 2020]
Reliability and Robustness of AI based ADAS applications: We
focus on the analyzing and understanding the security vulnerabilites
present in the AI based ADAS application modules. In
specific, my group focuses on developing effective techniques / defense
mechanisms to secure them against adversarial attacks.