2025

[MS Thesis] Action-Centric Query Understanding in Referring Image Segmentation
Chaeyun Kim (thesis advisor: Joonseok Lee) M.S. Thesis, February, 2025
[MS Thesis] Enhancing RAG system by assessing question-context compatibility and answer rationality
Kiseung Kim (thesis advisor: Jay-Yoon Lee) M.S. Thesis, February, 2025
[MS Thesis] Federated Learning under Participation Limits: A New Approach to Client Selection
Kim Jeongguk (thesis advisor: Hyung-Sin Kim) M.S. Thesis, February, 2025
[MS Thesis] GO-ViT: Fully Quantizing Vision Transformers by Grouping Outlier Channels
Ki Joonha (thesis advisor: Hyung-Sin Kim) M.S. Thesis, February, 2025
[MS Thesis] GaussianVideo: Efficient Video Representation and Compression by Gaussian Splatting
Inseo Lee (thesis advisor: Joonseok Lee) M.S. Thesis, February, 2025
[MS Thesis] Generation of the Degradation for Under-Display Cameras
Jisoo Kim (thesis advisor: Jaejin Lee) M.S. Thesis, February, 2025
[MS Thesis] Graph Spectral Filtering with Chebyshev Interpolation for Recommendation
Chanwoo Kim (thesis advisor: Joonseok Lee) M.S. Thesis, February, 2025
[MS Thesis] Symbolic Knowledge Injection for Machine Learning Models
Mooho Song (thesis advisor: Jay-Yoon Lee) M.S. Thesis, February, 2025
[MS Thesis] 벡터 DB 응용의 성능 특성 분석
Seungtaek Oh (thesis advisor: Jin-Soo Kim) M.S. Thesis, February, 2025
[MS Thesis] 프로세스 간 효율적인 통신을 위한 주소 공간 전환 기법
Jaewon Choi (thesis advisor: Jin-Soo Kim) M.S. Thesis, February, 2025

2024

[MS Thesis] Adam Optimization with Combinatorial Bandit Sampling
Gyu Yeol Kim (thesis advisor: Min-hwan Oh) M.S. Thesis, August, 2024
[MS Thesis] Case-Based Reasoning Approach for Solving Financial Question Answering
Yikyung Kim (thesis advisor: Jay-Yoon Lee) M.S. Thesis, August, 2024
[MS Thesis] Controlled Editing of Large Language Model Outputs with Regression-based Energy Models
Hye Ryung Son (thesis advisor: Jay-Yoon Lee) M.S. Thesis, August, 2024
[MS Thesis] FC-RAQ: Frequency Composition-based Framework for Robustness and Adaptability of Quantized NNs
Yoojin Kwon (thesis advisor: Hyung-Sin Kim) M.S. Thesis, August, 2024
[MS Thesis] FP4-Quant: Efficient LLM quantization using FP4
Jiheon Seok (thesis advisor: Jaejin Lee) M.S. Thesis, August, 2024
[MS Thesis] Generalizing Numerical Reasoning in table data through utilization of Primitive Descriptions and self-supervised learning
Hanjun Cho (thesis advisor: Jay-Yoon Lee) M.S. Thesis, August, 2024
[MS Thesis] Graph-Based Spatial Modeling for Optimal Ship Navigation in Coastal Areas
Seungju Lee (thesis advisor: Hyunwoo Park) M.S. Thesis, August, 2024
[MS Thesis] HaluCheck: Integrating Hallucination Evalution Techniques in LLM-based Conversational System
Sangwoo Heo (thesis advisor: Hyunwoo Park) M.S. Thesis, August, 2024
[MS Thesis] Mr. HiSum: A Large-scale Dataset for Video Highlight Detection and Summarization
Jihoon Han (thesis advisor: Joonseok Lee) M.S. Thesis, August, 2024
[MS Thesis] NeVer: A Comprehensive Dataset for Negation Handling in Language Models
Yeonkyoung So (thesis advisor: Jaejin Lee) M.S. Thesis, August, 2024
[MS Thesis] Out-of-Distribution Detection with Uncertainty Quantification for Optical Diagnosis of Colorectal Polyps
Sehyun Park (thesis advisor: Hyung-Sin Kim) M.S. Thesis, August, 2024
[MS Thesis] Toward Robust Retrieval Augmented Language Models
Seong-Il Park (thesis advisor: Jay-Yoon Lee) M.S. Thesis, August, 2024
[MS Thesis] Towards a Complete Benchmark on Video Moment Localization
Donghwa Kim (thesis advisor: Joonseok Lee) M.S. Thesis, August, 2024
[MS Thesis] Analysis on Decoding Strategy for Camouflaged Object Detection and Its Applications
Seung Woo Ko (thesis advisor: Joonseok Lee) M.S. Thesis, February, 2024
[MS Thesis] CGRC: Content-based Graph Reconstruction for Cold-start Item Recommendation
Jinri Kim (thesis advisor: Joonseok Lee) M.S. Thesis, February, 2024
[MS Thesis] Deep Learning-based Text De-identification Model via Augmentation of De-identified Data
Woojin Kim (thesis advisor: Jaejin Lee) M.S. Thesis, February, 2024
[MS Thesis] Efficient Two-staged Pre-training of Decoder-based Language Models
Gyuseong Lee (thesis advisor: Jaejin Lee) M.S. Thesis, February, 2024
[MS Thesis] Efficient and Scalable Retraining of Autoregressive Language Models for Mitigating Bias
Dongyoung Lee (thesis advisor: Jaejin Lee) M.S. Thesis, February, 2024
[MS Thesis] Obstructive Sleep Apnea Event Detection based on PSG Image Dataset with Visual Explanations
Joopyo Hong (thesis advisor: Hyung-Sin Kim) M.S. Thesis, February, 2024
[MS Thesis] Outlier-Aware Quantization for Language Models
Sangsoo Im (thesis advisor: Jaejin Lee) M.S. Thesis, February, 2024
[MS Thesis] ReducedGCN: Learning to Adapt Graph Convolution for Top-N Recommendation
Eungi Kim (thesis advisor: Joonseok Lee) M.S. Thesis, February, 2024
[MS Thesis] Sequential Recommendation with Iterative Attention on Content Features
Kwangeun Yeo (thesis advisor: Joonseok Lee) M.S. Thesis, February, 2024
[MS Thesis] Tree-based Machine Learning Approaches for Predicting Startup Success
Sejin Kim (thesis advisor: Hyunwoo Park) M.S. Thesis, February, 2024
[MS Thesis] Visual Analytics for Maritime Traffic Monitoring and Forecasting
Ji Hong Min (thesis advisor: Hyunwoo Park) M.S. Thesis, February, 2024