ERDNBT/
Selected Works & Archive

Technical & Creative Projects

From machine learning theses and mathematical formulations to real-time generative art and physical 3D-printed hardware.

ResearchFeb 2026

Affect-LLaMA: Multimodal Human Affect-State Recognition via PEFT Foundation Models↗

Master's dissertation at Institute of Science Tokyo (2026). A trimodal framework adapting LLaMA-3.1-8B via LoRA, achieving #1 Valence CCC (0.6610) and State-of-the-Art Expression F1 (0.4364) on the Aff-Wild2 ABAW Benchmark.

Affective ComputingMultimodal LearningLLaMA-3.1PEFT & LoRAComputer VisionSpeech Emotion
3D & PhysicalAug 2025

Parametric Enclosures & Mechanical Prototyping via 3D Printing↗

Designing functional generative mechanical brackets and sensor enclosures using computational CAD and FDM additive manufacturing.

3D PrintingCADParametricFDMHardware
Creative CodingMay 2025

Generative Audio-Reactive Landscapes in TouchDesigner & vvvv↗

Real-time GPU shader pipelines, OSC protocol control, and physical spatial installations.

TouchDesignervvvv gammaGLSLCreative TechAudiovisual
ResearchAug 2024

AixCrea: Continuous Biosensing for Acute Kidney Injury↗

SensUs 2024 award-winning continuous electrochemical biosensor using Cu-MOF functionalized electrodes and microfluidics for real-time creatinine monitoring.

BiosensorsSensUs 2024ElectrochemicalMOFMicrofluidicsEmbedded Systems
ResearchJun 2024

Mongolian Image Captioning with Deep Vision Encoders↗

A bachelor's thesis bridging computer vision and natural language processing for low-resource Mongolian language using translated Flickr30k.

Computer VisionNLPLow-ResourcePyTorchLaTeX
ResearchAug 2023

AixSense TBI: Field-Effect Biosensor for Traumatic Brain Injury↗

SensUs 2023 point-of-care electrochemical biosensor utilizing tailored ITO-channel ISFETs and microfluidics to quantify GFAP biomarkers in blood.

BiosensorsSensUs 2023ISFETGFAPMicrofluidicsHardware Prototyping