Automotive

Publication

MILD: Mediator Agent System with Bidirectional Perception and Multi-Layered Alignment for Human-Vehicle Collaboration

An agentic mediator that aligns driver needs, vehicle perception, safety rules, and explainable driving strategies.

Publication

Agentic Vehicles for Human-Centered Mobility: Definition, Prospects, and Synergistic Co-Development with Vehicle Autonomy

A framework distinguishing vehicle agency from autonomy and describing how both can co-develop for human-centered mobility.

Project

KITT - A Conversational Voice Assistant for Vehicles

KITT is a conversational voice assistant for vehicles, capable of answering questions related to routing, finding points of interest, and is aware of the local weather and traffic …

Publication

Towards a Conversational LLM-Based Voice Assistant for Transportation Applications

Sep 2019

What is driver identification?

The prevalence of smartphones have changed our lives, perhaps mostly for better but in a few cases they have caused harm. Gig-economies only made possible thanks to smartphones, and …

Publication

Triplet Loss and its Applications to Driver Identification and Verification [WIP]

A major issue in driver identification is lack of enough data from the target group of drivers. In this work I use Triplet loss to train neural nets that learn to discriminate between small …

Publication

Driver Identification only using GPS trajectories: A Deep Learning Approach

This is one of my latest works in which I apply deep learning to problem of driver identification using GPS data collected from smartphone.