Lab directory
Machine Learning Lab
Machine Learning Lab
POSTECH · Computer Science and Engineering
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Professor
Prof. 김동우
Professor's page · publicationsAbout
기계학습과 계산사회과학을 연구한다. 데이터로부터 사회적 현상을 모델링하고 분석하는 학습 방법론을 다룬다.
Research keywords
Machine LearningComputational Social Science
Selected publications
- Influence Functions for Edge Edits in Non-Convex Graph Neural NetworksNeurIPS · 2025
- High-order Equivariant Flow Matching for Density Functional Theory Hamiltonian PredictionNeurIPS (Spotlight) · 2025
- CoPL: Collaborative Preference Learning for Personalizing Large Language ModelsEMNLP · 2025
- Holistic Unlearning Benchmark: A Multi-Faceted Evaluation for Text-to-Image Diffusion Model UnlearningICCV · 2025
- Enhancing Ligand Validity and Affinity in Structure-Based Drug Design with Multi-Reward OptimizationICML · 2025
- Mitigating over-smoothing through reverse process GNN for heterophilic graphsICML · 2024
Other labs in this department
- Human-AI Interaction and Visualization Lab
Sung Ahn Ko
Data Science, LLMs, Visualization, HCI, Social Computing/Science
- Computer Vision Lab
Suha Kwak
Computer Vision, Machine Learning, Robotics
- Parallel System Architecture Lab
Kwang-sun Kim
Computer Architecture, AI Accelerator HW/SW, GPU Systems, Memory System
- Computer Security Lab
Seulbae Kim
Computer Security, Cyber-physical Systems
- Medical Information Processing Lab
Wonhwa Kim
Machine Learning, Computer Vision, Medical Imaging
- Natural Language Processing Lab
Hyounghun Kim
Natural Language Processing, Multimodal Learning