# Research

Published and ongoing work. Append `.md` to any detail URL for its Markdown.

## It's the Fault Policy, Not the Page Size: Why mmap Loses to read() for Out-of-Core Scans on Apple Silicon

*ongoing · Systems*

Re-measuring mmap vs read() on Apple Silicon: a working-set crossover, attributed to OS fault-population policy rather than page size.

Detail: https://himanshuat.com/research/mmap-vs-read-apple-silicon.md

## Conflict-Aware Adapter Composition (C-AAC)

*completed · Computer Vision*

Outperforms base Flux, Imagen 4, and ChatGPT in skin quality and aesthetic appeal.

Detail: https://himanshuat.com/research/c-aac.md

## Flux-VTON+: Hybrid Flux Inpainting and Multi-LoRA Expert Fusion

*completed · Generative AI*

State-of-the-art VTON pipeline synergizing Flux Fill and Redux with Multi-LoRA Fusion, achieving an 85% success rate on complex garments.

Detail: https://himanshuat.com/research/renu-virtual-try-on.md

## MoE: Brain-Inspired LLM Architecture

*ongoing · Artificial Intelligence*

A whitepaper advancing MoE as a computational analogue to the brain's functional specialization.

Detail: https://himanshuat.com/research/moe-brain.md

## High-Dimensional Lattice-Based Quantum Encryption (LWE)

*stopped · Cryptography*

A PQC scheme using the LWE problem with detailed mathematical formulations.

Detail: https://himanshuat.com/research/lattice-based-quantum-encryption.md

## GPT-Neo: Transformer Implementation

*completed · Natural Language Processing*

Implementing 'Attention is All You Need' from scratch.

Detail: https://himanshuat.com/research/gpt-neo.md

## Custom Neural Network for MNIST

*completed · Machine Learning*

A custom-built Neural Net for the MNIST digit recognizer dataset.

Detail: https://himanshuat.com/research/custom-n-n-mnist.md

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Source: https://himanshuat.com/research