Projects

Current Projects

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

Analyzing and comparing ML acceleration platforms (Theme #1)

Comparing different ML-specialized FPGA architectures, Comparing FPGAs with ASICs and GPUs

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

In collaboration with Prof. Jeff Zhang (ASU)

Developing multi-FPGA ML acceleration systems (Theme #2)

Developing datasets for ML for EDA (Theme #3)

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

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)

Past Projects

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)