Projects
Enhancing programmability and architecture exploration of domain-optimized FPGAs with custom hard blocks (Theme #1)
In collaboration with AMD
Novel architectures for PIM on FPGAs (Theme #1)
In collaboration with HPE
Accelerating quantum control systems using FPGAs (Theme #2)
In collaboration with Prof. Abhi Rajagopala (University of Arkansas and LBL) and Fermilab
Accelerating quantum simulation using FPGAs (Theme #2)
In collaboration with Prof. Christian Arenz (ASU)
Automatic DNN deployment on AMD Versal devices (Theme #2)
In collaboration with CERN
Accelerating structural monitoring using AMD Versal devices (Theme #2)
In collaboration with Prof. Ashif Iqebal (ASU)
Accelerating medical applications on FPGAs (Theme #2)
In collaboration with Prof. Hassan Ghasemzadeh (ASU)
Path finding for novel chiplet-based disaggregated architectures including FPGA-based systems (Theme #1)
In collaboration with Prof. Vidya Chhabria (ASU)
Sustainability (carbon and water consumption of chips) and FPGAs (Theme #2)
In collaboration with Prof. Vidya Chhabria (ASU)
FPGA CAD algorithm evolution using LLMs (Theme #3)
In collaboration with Prof. Vidya Chhabria (ASU)
LLM-based approaches for programming FPGAs efficiently (Theme #3)
In collaboration with Prof. Vidya Chhabria (ASU)
Past Projects
LLM acceleration on AMD Ryzen AI platform (Theme #2)
In collaboration with AMD and Prof. Aviral Shrivastava (ASU)
GUI development to ease programming of AMD Ryzen AI platform (Theme #1)
In collaboration with AMD
Agentic digital hardware verification, along with understanding token allocation and coverage limits (Theme #3)
In collaboration with Prof. Vidya Chhabria (ASU)
DRAM PIM based acceleration for ML workloads (Theme #2)
In collaboration with Prof. Lizy John (UT Austin) and Prof. Jeeho Ryo (Fairleigh Dickinson University)
Developing datasets and frameworks for ML for FPGA CAD (Theme #3)
In collaboration with Prof. Lizy John (UT Austin) and Prof. Callie Hao (Georgia Tech)
SRAM PIM based accelerator and compiler for ML workloads (Theme #2)
In collaboration with Prof. Tony Nowatzki (UCLA) and Prof. Lizy John (UT Austin)
Cross-FPGA power prediction using ML (Theme #3)
In collaboration with Prof. Lizy John (UT Austin)
Architecture of next-gen reconfigurable devices (Theme #1)
In collaboration with Prof. Diana Marculescu (UT Austin)
Accelerating ML workloads using AMD Vitis AI Suite (Theme #2)
Comparing out-of-the-box performance of FPGAs using AMD Vitis AI Suite with TPUs
Analyzing and comparing AI-optimized FPGAs (Theme #2)
In collaboration with Prof. Andreas Gerstualer and Prof. Diana Maruclescu (UT Austin)
Novel FPGA architectures for ML – Introducing Tensor Slices (Theme #1)
Work done while at University of Texas at Austin, in collaboration with University of Toronto
Incorporating Processing-In-Memory on FPGAs – Introducing CoMeFa RAMs (Theme #1)
Work done while at University of Texas at Austin
Benchmarks for FPGA architecture and CAD – Introducing Koios Benchmarks (Theme #1)
Work done while at University of Texas at Austin, in collaboration with University of Toronto and University of New Brunswick
Accelerating Weightless Neural Networks on FPGAs (Theme #2)
Work done while at University of Texas at Austin, in collaboration with researchers from Brazil, Portugal and Texas