COMPUTER ENGINEERING / USM PORTFOLIO — VOL. 01 / 2026

AAYUSH
MARASINI.

[ pronounced: aa-yush ]
FIG. 01SHARED MEMORY
A CIRCUIT WITH A SMALL DISTRACTION.

I study computer engineering at Southern Miss.
Lately: efficient inference, ARM kernels,
and keeping a Raspberry Pi from overheating.

COMPUTER ARCHITECTURE MEMORY SYSTEMS ENERGY-EFFICIENT AI

01 / RESEARCH & EXPERIMENTS

Papers, code & ongoing work.

SYSTEMS / INFERENCE ENGINEIN PROGRESS

NeonNet/ from scratch, in C

A neural-network inference engine built to understand the hardware underneath. Hand-written ARM NEON kernels, a zero-allocation hot path, and an optimization ladder measured on the Cortex-A76.

8.45× faster than the naïve baseline, with the stable zero-allocation NEON path.

C / ARM NEON / MEMORY / PERFORMANCE ANALYSIS

SCIENTIFIC COMPUTING / EPIC 20262026

Finding a rare particle

Reconstructing the Ξc+ baryon across three decay channels in Belle II simulations. A collaborative pipeline from Monte Carlo generation to machine-learning event selection.

8.5M+ simulated events. 3.3 GB of openly available data.

PYTHON / XGBOOST / HTCONDOR / BELLE II

SOURCE CODE & EXPERIMENTSMore on GitHub

02 / ABOUT

Aayush Marasini outdoors at night
FIG. 02 / OUTSIDE THE LAB
FROM NEPAL.
NOW IN MISSISSIPPI.

I’m Aayush, a Computer Engineering student with a Mathematics minor at the University of Southern Mississippi. My interests sit where computer architecture, memory systems, and efficient AI meet.

I like figuring out what’s slowing things down and making better use of the hardware that’s already there. Mostly by building things, measuring them, and trying again.

Beyond the lab, I’m a two-time national mathematics olympiad finalist and represented Nepal at the 2025 IOMHSS in Turkmenistan. I also founded VIDYA, helping students across Nepal discover academic opportunities.

Outside of work, I like playing football. I support Real Madrid.

CURRENTLY
B.S. Computer Engineering
Mathematics minor · Class of 2029
ALSO EXPLORING
Uncertainty-aware TinyML
CRA UR2PhD · 2026
My research identity on ORCID

03 / CONTACT

For research, projects, or a quick hello.