collaborators

5 papers

cs.CL2026

Pedagogical Alignment for Vision-Language-Action Models: A Comprehensive Framework for Data, Architecture, and Evaluation in Education

Unggi Lee, Jahyun Jeong, Sunyoung Shin +12

Science demonstrations are important for effective STEM education, yet teachers face challenges in conducting them safely and consistently across multiple occasions, where robotics…

cs.CY2026

Mapping and Comparing Climate Equity Policy Practices Using RAG LLM-Based Semantic Analysis and Recommendation Systems

Seung Jun Choi

This study investigates the use of large language models to enhance the policymaking process. We first analyze planning-related job postings to revisit the evolving roles of planne…

cs.RO2025

GUARD: Toward a Compromise between Traditional Control and Learning for Safe Robot Systems

Johannes A. Gaus, Junheon Yoon, Woo-Jeong Baek +3

This paper presents the framework \textbf{GUARD} (\textbf{G}uided robot control via \textbf{U}ncertainty attribution and prob\textbf{A}bilistic kernel optimization for \textbf{R}is…

cs.LG2025

Investigating Robotaxi Crash Severity with Geographical Random Forest and the Urban Environment

Junfeng Jiao, Seung Gyu Baik, Seung Jun Choi +1

This paper quantitatively investigates the crash severity of Autonomous Vehicles (AVs) with spatially localized machine learning and macroscopic measures of the urban built environ…

cs.CY2025

AI-in-the-Loop Planning for Transportation Electrification: Case Studies from Austin, Texas

Seung Jun Choi

This study explores the integration of AI in transportation electrification planning in Austin, TX, focusing on the use of Geospatial AI (GeoAI), Generative AI (GenAI), and Large L…