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2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.
Posterior Label Smoothing for Node Classification
Jaeseung Heo, Moonjeong Park, Dongwoo Kim
POSTECH김동우, 옥정슬, 박상돈, 박은혁
Transductive Generalization for GNNs via Optimal Transport
MoonJeong Park*, Seungbeom Lee*, Kyungmin Kim, Jaeseung Heo, Seunghyuk Cho, Shouheng Li, Sangdon Park, Dongwoo Kim
POSTECH김동우, 옥정슬, 박상돈, 박은혁
FAILURE IS FEEDBACK: History-Aware Backtracking for Agentic Traversal in Multimodal Graphs
Yun, J., Lee, D., Han, W.
POSTECH한욱신
TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics
Lee, T., Ha, J., Tak, B., Han, W.
POSTECH한욱신
A Variational Mean-Field Control Framework for Graph Representation Learning
Tingting Dan, Zhixuan Zhou, Won Hwa Kim Kim, Guorong Wu
POSTECH김원화, 류일우
Learning Multi-Scale Hypergraph for High-Order Brain Connectivity Analysis
Jaeyoon Sim, Soojin Hwang, Seunghun Baek, Guorong Wu, Won Hwa Kim
POSTECH김원화, 류일우
HInT: Hypergraph infusion at the structural layers improves table understanding
Wonjin Lee, Soomi Jeong, Kwang In Kim
POSTECH김광인
TurboLynx in Action: A Schemaless Graph Engine for General-Purpose Analytics
Lee, T., Ha, J., Tak, B., Han, W.
POSTECH한욱신
Ontology-Free General-Domain Knowledge Graph-to-Text Generation Dataset Synthesis using Large Language Model
Daehui Kim, Deokhyung Kang, Sangwon Ryu, Gary Geunbae Lee
POSTECH이근배, 김형훈
Delving into Instance-Dependent Label Noise in Graph Data: A Comprehensive Study and Benchmark
Suyeon Kim, Seongku Kang, Dongwoo Kim, Jungseul Ok, Hwanjo Yu
POSTECH김동우, 옥정슬, 박상돈, 박은혁
Influence Functions for Edge Edits in Non-Convex Graph Neural Networks
Jaeseung Heo, Kyeongheung Yun, Seokwon Yoon, MoonJeong Park, Jungseul Ok, Dongwoo Kim
POSTECH김동우, 옥정슬, 박상돈, 박은혁
Towards Bridging Generalization and Expressivity of Graph Neural Networks
Shouheng Li, Floris Geerts, Dongwoo Kim, Qing Wang
POSTECH김동우, 옥정슬, 박상돈, 박은혁
LILaC: Late Interacting in Layered Component Graph for Open-domain Multimodal Multihop Retrieval
Yun, J., Lee, D., Han, W.
POSTECH한욱신
SAFE: Schema-Driven Approximate Distance Join for Efficient Knowledge Graph Querying
Lee, S., Park, S., Han, W.
POSTECH한욱신
Conditional Graph Diffusion with Topological Constraints for Brain Network Generation
Joonhyuk Park, Donghyun Lee, Guorong Wu, Won Hwa Kim
POSTECH김원화, 류일우
Topology-aware Graph Diffusion Model with Persistent Homology
Joonhyuk Park, Donghyun Lee, Yujee Song, Guorong Wu, Won Hwa Kim
POSTECH김원화, 류일우
A Wi-Fi Fingerprinting Indoor Localization Framework Using Feature-Level Augmentation via Variational Graph Auto-Encoder
Dongdeok Kim, Jae-Hyeon Park, Young-Joo Suh
POSTECH서영주
A Simple and Scalable Representation for Graph Generation
Yunhui Jang, Seul Lee, Sungsoo Ahn
POSTECH김동우, 옥정슬, 박상돈, 박은혁
EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost
Jaeseung Heo*, Seungbeom Lee*, Sungsoo Ahn, Dongwoo Kim
POSTECH김동우, 옥정슬, 박상돈, 박은혁
Mitigating Over-smoothing through Reverse Process GNN for Heterophilic Graphs
MoonJeong Park, Jaeseung Heo, Dongwoo Kim
POSTECH김동우, 옥정슬, 박상돈, 박은혁
Position-Sensing Graph Neural Networks: Proactively Learning Nodes Relative Positions
Yiqun Zhang, Zhenyue Qin, Saeed Anwar, Dongwoo Kim, Yang Liu, Pan Ji, Tom Gedeon
POSTECH김동우, 옥정슬, 박상돈, 박은혁
DoppelGanger++: Towards Fast Dependency Graph Generation for Database Replay
Lee, W., Ha, J., Han, W., Park, C., Park, M., Han, J., Lee, J.
POSTECH한욱신
Learning to Approximate Adaptive Kernel Convolution on Graphs
Jaeyoon Sim, Sooyeon Jeon, Injun Choi, Guorong Wu, Won Hwa Kim
POSTECH김원화, 류일우
Multi-Modal Graph Neural Network with Transformer-Guided Adaptive Diffusion for Preclinical Alzheimer Classification
Jaeyoon Sim, Minjae Lee, Guorong Wu, Won Hwa Kim
POSTECH김원화, 류일우
Multi-order Simplex-based Graph Neural Network for Brain Network Analysis
Yechan Hwang, Soojin Hwang, Guorong Wu, Won Hwa Kim
POSTECH김원화, 류일우
A linear-time algorithm for the center problem in weighted cycle graphs
Taekang Eom, Hee-Kap Ahn
POSTECH안희갑
DoppelGanger++ in Action: A Database Replay System with Fast Dependency Graph Generation
Lee, W., Ha, J., Han, W., Park, C., Park, M., Han, J.
POSTECH한욱신
Diffusion Probabilistic Models for Structured Node Classification
Hyosoon Jang, Seonghyun Park, Sangwoo Mo, Sungsoo Ahn
POSTECH김동우, 옥정슬, 박상돈, 박은혁