Seungku Kim

M.S. Student at KAIST

Kim Jaechul Graduate School of AI

seungkukim [AT] kaist.ac.kr

About

I am an M.S. student in the AGI Lab at KAIST, advised by Prof. Jinwoo Shin. I received my B.S. in Computer Science from KAIST in 2026. I am broadly interested in robot policies, with a particular focus on building effective agentic frameworks for robotics.

Publications

(*: Equal contribution, W: Workshop, P: Preprint)

[W2] RoboCurate: Harnessing Diversity with Action-Verified Synthetic Data for Robot Learning

Seungku Kim*, Suhyeok Jang*, Byungjun Yoon, Dongyoung Kim, John Won, Jinwoo Shin

CoRL 2026 Workshop on The Action Gap: Large Generative Models Learn Rich Knowledge (TAG)

Oral Presentation

[W1] RoboAlign: Learning Test-Time Reasoning for Language-Action Alignment in Vision-Language-Action Models

Dongyoung Kim, Sumin Park, Woomin Song, Seungku Kim, Taeyoung Kim, Huiwon Jang, Jaehyung Kim, Younggyo Seo, Jinwoo Shin

CoRL 2026 Workshop on Pretrain to Adapt: What Makes a Pretrained Policy Adaptable?

[P3] Self-Distilling Future Video Representations for World Action Models

Huiwon Jang, Suhyeok Jang, Hyeonmo Kang, Seungku Kim, Jinwoo Shin, Sihyun Yu

arXiv preprint, 2026

[P2] RLDX-1 Technical Report

Dongyoung Kim, Huiwon Jang, Myungkyu Koo, Suhyeok Jang, Taeyoung Kim, ..., Seungku Kim, ..., Jinwoo Shin

RLWRLD Technical Report, 2026

[P1] Adversarial Reinforcement Learning Framework for ESP Cheater Simulation

Inkyu Park, Jeong-Gwan Lee, Taehwan Kwon, Juheon Choi, Seungku Kim, Junsu Kim, Kimin Lee

arXiv preprint, 2025

Education

Korea Advanced Institute of Science and Technology (KAIST) Mar. 2026 - Present

M.S. in Artificial Intelligence, Kim Jaechul Graduate School of AI (Advisor: Prof. Jinwoo Shin)

Korea Advanced Institute of Science and Technology (KAIST) Mar. 2020 - Feb. 2026

B.S. in Computer Science (Summa Cum Laude)

Experience

Research Intern Aug. 2024 - Aug. 2025

KAIST RISE Lab (advised by Prof. Kimin Lee)

Backend & AI Engineer Jul. 2022 - Jul. 2024

CNAI

Academic Services

Reviewer, CoRL Workshop

Honors & Awards

Dean's List, KAIST Fall 2020, Spring 2025