Seungjae Shin

ML Engineer, Qualcomm AI Research

Joined

April 2020

Names

Seungjae Shin (Preferred)

Emails

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

****@qti.qualcomm.com (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

ML Engineer

Qualcomm AI Research (qti.qualcomm.com)

2024 – Present

PhD student

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

2020 – 2024

Advisors, Relations & Conflicts

PhD Advisor

Il-chul Moon

2018 – 2024

Expertise

Model compression (Model quantization)

2024 – Present

domain generalization

2023 – Present

Dataset reduction (dataset distillation

coreset selection)

2022 – Present

Deep generative model (VAE

Diffusion)

2021 – Present

Publications

Unified Progressive Quantization toward 2-bit Instruction-Tuned LLMs
Jung Hyun Lee, Seungjae Shin, Vinnam Kim, Jaeseong You, An Chen
- Submitted to ICLR 2026
- Readers: Everyone
DPO-Finetuned Large Multi-Modal Planner with Retrieval-Augmented Generation @ EgoPlan Challenge ICML 2024
Kwanghyeon Lee, Mina Kang, Hyungho Na, HeeSun Bae, Byeonghu Na, Doyun Kwon, Seungjae Shin, Yeongmin Kim, Kim taewoo, Seungmin Yun, Il-chul Moon
- MFM-EAI@ICML2024 Poster
- Readers: Everyone
Unknown Domain Inconsistency Minimization for Domain Generalization
Seungjae Shin, HeeSun Bae, Byeonghu Na, Yoon-Yeong Kim, Il-chul Moon
- ICLR 2024 poster
- Readers: Everyone
Dirichlet-based Per-Sample Weighting by Transition Matrix for Noisy Label Learning
HeeSun Bae, Seungjae Shin, Byeonghu Na, Il-chul Moon
- ICLR 2024 poster
- Readers: Everyone
ABC: Auxiliary Balanced Classifier for Class-Imbalanced Semi-Supervised Learning
Hyuck Lee, Heeyoung Kim, Seungjae Shin
- 12 May 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Frequency Domain-Based Dataset Distillation
DongHyeok Shin, Seungjae Shin, Il-chul Moon
- NeurIPS 2023 poster
- Readers: Everyone
From Noisy Prediction to True Label: Noisy Prediction Calibration via Generative Model
HeeSun Bae, Seungjae Shin, Byeonghu Na, JoonHo Jang, Il-chul Moon
- 28 Mar 2023 (modified: 30 May 2023)
- OpenReview Archive Direct Upload
- Readers: Everyone
Loss Curvature Matching for Dataset Selection and Condensation
Seungjae Shin, HeeSun Bae, Dong Hyeok Shin, Weonyoung Joo, Il-chul Moon
- 28 Mar 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Improving Group-based Robustness and Calibration via Ordered Risk and Confidence Regularization
Seungjae Shin, Byeonghu Na, HeeSun Bae, JoonHo Jang, Hyemi Kim, Kyungwoo Song, Youngjae Cho, Il-chul Moon
- Published: 21 Jul 2022, Last Modified: 05 May 2023
- SCIS 2022 Poster
- Readers: Everyone
High Precision Score-based Diffusion Models
Dongjun Kim, Seungjae Shin, Kyungwoo Song, Wanmo Kang, Il-chul Moon
- Published: 28 Jan 2022, Last Modified: 13 Feb 2023
- ICLR 2022 Submitted
- Readers: Everyone

View all 23 publications

Co-Authors

View all 34 co-authors