projects

Research, privacy, and hardware projects. Most of them have code on GitHub.

Source code for most projects is on the repositories page and on GitHub.

Machine learning
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Distilling VLMs for On-Device Fire Understanding

Compressing a 7B vision-language model 14× so it can reason about fire scenes on an embedded sensor.
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Football Object Detection and Tracking

YOLOv8 detection with ByteTrack, DeepSORT, and CSRT tracking on SportsMOT football video.

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Membership Inference Attacks Against Diffusion Models

A hyperparameter-free variant of SecMI that fuses several denoising timesteps instead of picking one by hand.

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Machine Unlearning and Private Training

SISA sharded training on CIFAR-10, then checking that forgotten samples are actually gone.

Hardware & systems
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Hardware and Parallel Computing

FPGA, CUDA, and digital systems projects spanning CORDIC, FFT, a MIPS processor, and GPU memory.