Skip to main content
Lab directory

Machine Learning Systems Lab

Machine Learning Systems Lab

Sogang University · Computer Science and Engineering

Information sourcenot verified yet

Ask current students about this lab

Post your question to the Career board — students who have verified their school can answer under blind identities.

Professor

Prof. 문의현

Professor's page · publications

About

문의현 교수 연구실(머신러닝 시스템 연구실)은 서강대 컴퓨터공학과 소속으로, 머신러닝 및 고성능 컴퓨팅을 연구한다. 분산·공유 메모리 플랫폼에서 대규모 딥러닝 학습을 가속하는 병렬 처리, GPU 상의 행렬·텐서 연산 커널 최적화 및 모델 경량화, 추천시스템·헬스케어·이상탐지 등 딥러닝 응용을 연구한다.

Research keywords

머신러닝 및 고성능 컴퓨팅

Selected publications

  • D-HAT: Dynamic Hypergraph Representation Learning with Attention-Based Multi-Level Hypergraph SamplingACM International Conference on Information and Knowledge Management (CIKM) · 2025
  • EQUILIBRIA: Co-Optimizing Energy and Latency in Online ML-based Stream Processing SystemsIEEE International Symposium on Cluster, Cloud and Internet Computing (CCGrid) · 2025
  • Efficient GNN-based Social Recommender Systems through Social Graph RefinementThe Journal of Supercomputing · 2025
  • Tensor Core-Adapted Sparse Matrix Multiplication for Accelerating Sparse Deep Neural NetworksElectronics · 2024
  • Exploring Attention Sparsity to Accelerate Transformer Training on GPUsIEEE Access · 2024
  • Accelerated Block-Sparsity-Aware Matrix Reordering for Leveraging Tensor CoresEuro-Par · 2024

Other labs in this department

See all labs in this department