Junya Kataoka

Researching LLMs and biological image analysis.

Experience

Oct, 2025 - Current

LLM Community Researcher, LLMATCH

Selected for the third and fourth cohorts of LLMATCH, a student research support program hosted by the LLM Community at the Matsuo-Iwasawa Lab, The University of Tokyo. Since October 2025, I have been conducting research on LLMs that imitate specific individuals and characters.

May, 2024 - Mar, 2025

Intern at EAGLYS Inc.

Implemented a TF-IDF-based retrieval function for an internal system at an insurance company to search for similar past inquiries.

Education

Apr, 2026 - Current

Graduate School of Advanced Science and Engineering, Waseda University

Department of Electrical Engineering and Bioscience / Bannai Laboratory

Apr, 2022 - Mar, 2026

School of Advanced Science and Engineering, Waseda University

Department of Electrical Engineering and Bioscience / Bannai Laboratory

Research

2025 - 2026

Automated Tracking System for Lipid-Labeled Quantum Dots in Microscopy Videos

Developed an automated tracking system for lipid-labeled quantum dots in microscopy videos by constructing a synthetic data generation pipeline from a few annotated images, training YOLOv12 for detection, and improving ByteTrack for more consistent tracking of small and irregularly moving particles.

Competitions and Hackathons

Feb 21, 2026

Progate Hackathon powered by AWS

Worked on the implementation of an image RAG pipeline using Amazon Bedrock Knowledge Bases.

Dec 17, 2025 - Mar 24, 2026

Kaggle Competition: Deep Past Challenge

Ranked 665th out of 2,674 teams (top 25%) in the Deep Past Challenge, a machine translation competition focused on translating Old Assyrian Akkadian cuneiform texts into English.

Certifications

Jan 22, 2026

Fundamental Information Technology Engineer Examination (基本情報技術者試験)

Dec 7, 2025

TOEIC 860

Matsuo-Iwasawa Lab Courses

Apr 26, 2026

Deep Generative Models 2026 Spring

Mar 31, 2026

Large Language Model Course (Advanced) 2025 Autumn

Dec 12, 2025

Large Language Model Course (Basic) 2025 Autumn

Sep 30, 2025

GCI 2025 Summer