Research

Published and ongoing work in AI, generative models, and applied machine learning.

AuraX·Computer Vision·completed

Conflict-Aware Adapter Composition (C-AAC)

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

AIScene GenerationDiffusion ModelsLoRA
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AuraX·Generative AI·completed

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

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

Virtual Try-OnDiffusion ModelsFluxLoRA
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SynthAiLabs·Artificial Intelligence·ongoing

MoE: Brain-Inspired LLM Architecture

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

MoECognitive ModelingLLMNeuroscience
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Cryptography·stopped

High-Dimensional Lattice-Based Quantum Encryption (LWE)

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

Quantum CryptographyLattice TheoryPost-QuantumSecurity
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Natural Language Processing·completed

GPT-Neo: Transformer Implementation

Implementing 'Attention is All You Need' from scratch.

TransformersNLPDeep LearningPyTorch
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Machine Learning·completed

Custom Neural Network for MNIST

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

Neural NetworksMNISTFrom ScratchNumPy
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