Projects

Architecture of next-gen reconfigurable devices (Theme #1)

In collaboration with Prof. Diana Marculescu (UT Austin)

CAD for chiplet-based reconfigurable devices (Theme #1)

In collaboration with Prof. Pierre-Emmanuel Gaillardon (University of Utah)

Automated architecture exploration of eFPGAs (Theme #1)

In collaboration with Quick Logic Corporation

Analyzing and comparing AI-optimized FPGAs (Theme #2)

In collaboration with Prof. Andreas Gerstualer and Prof. Diana Maruclescu (UT Austin)

Performance evaluation of DNNs on modern FPGAs (Theme #2)

In collaboration with Prof. Jeff Zhang (ASU)

Accelerating ML workloads using Intel FPGA AI Suite and AMD Vitis AI Suite (Theme #2)

Accelerating ML workloads using NoC based FPGAs (Theme #2)

Developing datasets and frameworks for ML for FPGA CAD (Theme #3)

For FPGAs: In collaboration with Prof. Lizy John (UT Austin) and Prof. Callie Hao (Georgia Tech)

LLM assisted hardware verification (Theme #3)

For ASICs: In collaboration with Prof. Nakul Gopalan (ASU)

Cross-FPGA power prediction using ML (Theme #3)

In collaboration with Prof. Lizy John (UT Austin)

PIM based accelerator and compiler for ML workloads (Theme #4)

In collaboration with Prof. Tony Nowatzki (UCLA) and Prof. Lizy John (UT Austin)

Sustainability and FPGAs (Theme #4)

In collaboration with Prof. Vidya Chhabria (ASU)

Novel FPGA architectures for ML – Introducing Tensor Slices

In collaboration with University of Toronto

Incorporating Processing-In-Memory on FPGAs – Introducing CoMeFa RAMs

Benchmarks for FPGA architecture exploration – Introducing Koios Benchmarks

In collaboration with University of Toronto and University of New Brunswick

Accelerating Weightless Neural Networks on FPGAs

In collaboration with researchers from Brazil, Portugal and Texas

Deploying open-source tools in FPGA CAD

In collaboration with Prof. Nanditha Rao (IIIT Bangalore)