Sung-Yub Kim

Researcher, Samsung

Joined

May 2021

Names

Sung-Yub Kim (Preferred)

SungYub Kim

Emails

****@kaist.ac.kr (Confirmed)

****@mli.kaist.ac.kr (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

Researcher

Samsung (samsung.com)

2024 – Present

PhD student

Korea Advanced Institute of Science and Technology (kaist.ac.kr)

2019 – 2024

MS student

Seoul National University (snu.ac.kr)

2017 – 2019

Undergrad student

Seoul National University (snu.ac.kr)

2013 – 2017

Advisors, Relations & Conflicts

PhD Advisor

Eunho Yang

2019 – 2024

Expertise

Influence Function

2022 – 2024

Explainable AI

2022 – 2024

Bayesian inference

2019 – 2024

Publications

LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models
Sihwan Park, Doohyuk Jang, Sung-Yub Kim, Souvik Kundu, Eunho Yang
- SCOPE - ICLR 2025 Oral
- Readers: Everyone
LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding
Doohyuk Jang, Sihwan Park, June Yong Yang, Yeonsung Jung, Jihun Yun, Souvik Kundu, Sung-Yub Kim, Eunho Yang
- ICLR 2025 Poster
- Readers: Everyone
MeZO-A$^{3}$dam: Memory-efficient Zeroth-order Adam with Adaptivity Adjustments for Fine-tuning LLMs
Sihwan Park, Jihun Yun, Sung-Yub Kim, June Yong Yang, Yeonsung Jung, Souvik Kundu, Kyungsu Kim, Eunho Yang
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective
Yeonsung Jung, Jaeyun Song, June Yong Yang, Jin-Hwa Kim, Sung-Yub Kim, Eunho Yang
- NeurIPS 2024 poster
- Readers: Everyone
Post-Training Recovery from Injected Bias with Self-Influence
Yeonsung Jung, Jaeyun Song, June Yong Yang, Jin-Hwa Kim, Sung-Yub Kim, Eunho Yang
- Submitted to ICLR 2024
- Readers: Everyone
GEX: A flexible method for approximating influence via Geometric Ensemble
SungYub Kim, Kyungsu Kim, Eunho Yang
- NeurIPS 2023 poster
- Readers: Everyone
RGE: A Repulsive Graph Rectification for Node Classification via Influence
Jaeyun Song, SungYub Kim, Eunho Yang
- ICML 2023 Poster
- Readers: Everyone
Scale-invariant Bayesian Neural Networks with Connectivity Tangent Kernel
SungYub Kim, Sihwan Park, Kyung-Su Kim, Eunho Yang
- Published: 01 Feb 2023, Last Modified: 01 Mar 2023
- ICLR 2023 notable top 25%
- Readers: Everyone
Bias Decay Matters : Improving Large Batch Optimization with Connectivity Sharpness
SungYub Kim, Sihwan Park, Yong-Deok Kim, Eunho Yang
- 29 Sept 2021 (modified: 13 Feb 2023)
- ICLR 2022 Conference Withdrawn Submission
- Readers: Everyone
Generalized Tsallis Entropy Reinforcement Learning and Its Application to Soft Mobile Robots
Kyungjae Lee, Sungyub Kim, Sungbin Lim, Sungjoon Choi, Mineui Hong, Jae In Kim, Yong-Lae Park, Songhwai Oh
- Published: 01 Jan 2020, Last Modified: 12 May 2023
- Robotics: Science and Systems 2020
- Readers: Everyone

View all 12 publications

Sung-Yub Kim

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Co-Authors