Junil Won

Junil Won

AI Researcher | Ph.D. Candidate at KAIST

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News

  • [2026-02] I just started my Integrated M.S. & Ph.D. program.
  • [2025-02] I just started my M.S. student program.

Publications

QUART: Query-Aware Context Routing for Streaming Video Understanding

Junil Won, Jeong Hun Yeo, Yong Man Ro

Under Review

[Paper] [Code]

DOPA: Can MLLMs Predict the Future Beyond Text?

Sangyun Chung, Junil Won, Yong Man Ro

Under Review

[Paper] [Code]

Towards Inclusive Communication: A Unified Framework for Generating Spoken Language from Sign, Lip, and Audio

Jeong Hun Yeo, Hyeongseop Rha, Sungjune Park, Junil Won, Yong Man Ro

Arxiv Preprint

[Paper]

Plausible Future Preference Optimization for Multimodal Large Language Models

Junil Won, Hyeongseop Rha, Jeong Hun Yeo, Yong Man Ro

Under Review

[Paper] [Code]

Learning What to Attend First: Modality-Importance-Guided Reasoning for Reliable Multimodal Emotion Understanding

Hyeongseop Rha, Jeong Hun Yeo, Junil Won, Se Jin Park, Yong Man Ro

Arxiv Preprint

[Paper]

Experience

LG AI Research: Vision Lab

Research Assistant Intern | Seoul, KR | 2023-11 - 2024-02

  • Document Understanding AI

SOCAR: Value Discovery Team

Data Analyst Intern | Seoul, KR | 2022-08 - 2023-02

  • Reservation & Driving Data Anaysis
  • Safe Driving Score Development