Work index / 08 studies
A selected record of published/presented research, manuscripts, prototypes and engineering systems. Status labels distinguish measured evidence from planned work.
A learned image codec that combines a scale hyperprior with context modelling, semantic gating and attention to preserve structure at low bitrates.
A retrieval-first assistant for Irish clinical and biomedical guidance, built around traceable ingestion, hybrid search and exact chunk citations.
Residue-level ligand-binding-site experiments combining ESM-2 protein-language embeddings with graph attention over protein structure.
An offline, interpretable comparison of classical and deep models for three-state stress classification from engineered EEG features.
The tested audio foundation for an offline multilingual subtitle system—carefully separating what works now from the larger product still to be built.
A manuscript study combining EfficientNetB0 and a Swin Transformer for diabetic-retinopathy severity classification on APTOS 2019.
A crop-monitoring prototype connecting YOLOv11 computer vision with LoRaWAN sensing during an IIT Delhi-associated R&D internship.
Multi-role learning-platform work for military veterans transitioning into corporate roles, paired with AI-literacy writing for non-technical readers.