Projects

Research in neuromorphic computing, machine learning, and semiconductor devices, plus open-source tools for HW/EDA agent workflows and ML systems.

Research

Astromorphic Transformers

Bio-inspired neural architectures incorporating astrocyte-neuron interactions for efficient sequence processing

Neuromorphic Cybersecurity with Lifelong Learning

A bio-inspired SNN architecture for Network Intrusion Detection Systems (NIDS) capable of lifelong learning.

RMAAT - Bio-Inspired Transformers

Efficient long-context sequence processing using astrocyte-inspired memory and attention

TrilinearCIM - All-in-Memory Transformer Acceleration

DG-FeFET Compute-in-Memory architecture eliminating runtime NVM reprogramming for Transformer attention

Variation-Tolerant Ferroelectric Neural Computing

Device-circuit-algorithm co-design for variation-tolerant FeFET-based neuromorphic systems

Micron ML Accelerator Pathfinding

Pre-silicon analysis of NVM-based Compute-in-Memory architectures for LLM inference acceleration at Micron Technology

Neuromorphic Devices with Hydrogen Gradients

Self-sensitizable devices for enhanced synaptic plasticity

Electronic Braille Device

Ultra low-cost, high-speed assistive technology for visually impaired

IRFD - Electricity Fraud Detection

Feature engineering based ensemble classification for traditional meter fraud detection

DCNN-LSTM Audio Classification

Deep learning approach combining feature engineering and data augmentation for audio recognition

Open-source tools

HW Agent Tooling

Hub and roadmap for MCP servers, agent skills, and CLIs that help coding agents work on hardware and ML systems.

EDA Docker Images

Docker/Podman images for Verilog, SPICE, FPGA, and open-source ASIC EDA tooling.

EDA Dev Containers

VS Code / Cursor Dev Container profiles built on the EDA Docker image foundations.

ML Systems

Catalog of repos covering CUDA kernels, GPU memory, OpenMP, TensorRT, and Triton FlashAttention.