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.