Daewon Choi

Graduate student at KAIST

KAIST AI

daeone0920 [AT] kaist.ac.kr

About

I am a Ph.D. student at Algorithmic Intelligence Laboratory (ALIN-LAB), advised by Prof. Jinwoo Shin at Korea Advanced Institute of Science and Technology (KAIST). I received my B.S. in Industrial Management Engineering and Computer Science at Korea University in 2024. My recent research interests focus on practical problems (e.g., efficiency, safety) of multimodal/language foundation models.

Publications

HAMLET: Switch your Vision-Language-Action Model into a History-Aware Policy

Myungkyu Koo*, Daewon Choi*, Taeyoung Kim, Kyungmin Lee, Changyeon Kim, Younggyo Seo, Jinwoo Shin

Preprint 2025

Think Clearly: Improving Reasoning via Redundant Token Pruning

Daewon Choi, Jimin Lee, Jihoon Tack, Woomin Song, Saket Dingliwal, Sai Muralidhar Jayanthi, Bhavana Ganesh, Jinwoo Shin, Aram Galstyan, Sravan Babu Bodapati

EMNLP 2025 (Findings)
ICML Workshop on Efficient Systems for Foundation Models (ES-FoMo III), 2025

Mamba Drafters for Speculative Decoding

Daewon Choi, Seunghyuk Oh, Saket Dingliwal, Jihoon Tack, Woomin Song, Seojin Kim, Insu Han, Jinwoo Shin, Aram Galstyan, Shubham Katiyar, Sravan Babu Bodapati

EMNLP 2025 (Findings)
ICML Workshop on Efficient Systems for Foundation Models (ES-FoMo III), 2025

Adversarial Robustification via Text-to-Image Diffusion Models

Daewon Choi*, Jongheon Jeong*, Huiwon Jang, Jinwoo Shin

ECCV 2024, Oral Presentation

Modality-agnostic Self-supervised Learning with Meta-Learned Masked Auto-encoder

Huiwon Jang*, Jihoon Tack*, Daewon Choi, Jongheon Jeong, Jinwoo Shin

NeurIPS 2023

3D GAN Inversion with Pose Optimization

Jaehoon Ko*, Kyusun Cho*, Daewon Choi, Kwangrok Ryoo, Seungryong Kim

WACV 2023

AE-NeRF: Auto-Encoding Neural Radiance Fields for 3D-Aware Object Manipulation

Mira Kim*, Jaehoon Ko*, Kyusun Cho, Junmyeong Choi, Daewon Choi, Seungryong Kim

Preprint 2022

HAMLET: Switch your Vision-Language-Action Model into a History-Aware Policy

Myungkyu Koo*, Daewon Choi*, Taeyoung Kim, Kyungmin Lee, Changyeon Kim, Younggyo Seo, Jinwoo Shin

Preprint 2025

Think Clearly: Improving Reasoning via Redundant Token Pruning

Daewon Choi, Jimin Lee, Jihoon Tack, Woomin Song, Saket Dingliwal, Sai Muralidhar Jayanthi, Bhavana Ganesh, Jinwoo Shin, Aram Galstyan, Sravan Babu Bodapati

EMNLP 2025 (Findings)
ICML Workshop on Efficient Systems for Foundation Models (ES-FoMo III), 2025

Mamba Drafters for Speculative Decoding

Daewon Choi, Seunghyuk Oh, Saket Dingliwal, Jihoon Tack, Woomin Song, Seojin Kim, Insu Han, Jinwoo Shin, Aram Galstyan, Shubham Katiyar, Sravan Babu Bodapati

EMNLP 2025 (Findings)
ICML Workshop on Efficient Systems for Foundation Models (ES-FoMo III), 2025

Adversarial Robustification via Text-to-Image Diffusion Models

Daewon Choi*, Jongheon Jeong*, Huiwon Jang, Jinwoo Shin

ECCV 2024, Oral Presentation

Modality-agnostic Self-supervised Learning with Meta-Learned Masked Auto-encoder

Huiwon Jang*, Jihoon Tack*, Daewon Choi, Jongheon Jeong, Jinwoo Shin

NeurIPS 2023

3D GAN Inversion with Pose Optimization

Jaehoon Ko*, Kyusun Cho*, Daewon Choi, Kwangrok Ryoo, Seungryong Kim

WACV 2023

AE-NeRF: Auto-Encoding Neural Radiance Fields for 3D-Aware Object Manipulation

Mira Kim*, Jaehoon Ko*, Kyusun Cho, Junmyeong Choi, Daewon Choi, Seungryong Kim

Preprint 2022

Education

Korea Advanced Institute of Science and Technology (KAIST)Feb. 2024 - Present

M.S & Ph.D. Student in Artificial Intelligence

Korea UniversityFeb. 2020 - Feb. 2024

B.S. in Industrial Management Engineering and Computer Science

GPA: 4.29/4.5 (Great Honors)

Experience

Research CollaborationNov. 2024 - Current

Amazon AGI

Undergraduate Research InternFeb. 2023 - Feb. 2024

Meta-Learning Team in ALIN-LAB

Undergraduate Research InternJan. 2022 - Dec. 2022

3D Vision Team in CVLAB

Honors & Awards

Recipient, National Science & Technology Scholarship

Dean's List, Korea University College of Engineering (2021S)