Seung-Hwan Lim Research Scientist Contact lims1@ornl.gov | 865.574.1475 All Publications Knowledge-Informed Uncertainty-Aware Machine Learning for Time Series Forecasting of Dynamical Engineered Systems UnifyFS: A User-level Shared File System for Unified Access to Distributed Local Storage Neuromorphic Computing for Scientific Applications Augmenting Graph Convolution with Distance Preserving Embedding for Improved Learning Semi-Supervised Graph Structure Learning on Neuromorphic Computers... Smoky Mountain Data Challenge 2021: An Open Call to Solve Scientific Data Challenges Using Advanced Data Analytics and Edge Computing Community Fabric: Visualizing Communities and Structure in Dynamic Networks... Versatile feature learning with graph convolutions and graph structures... Performance Profile of Transformer Fine-Tuning in Multi-GPU Cloud Environments... Visual Understanding of COVID-19 Knowledge Graph for Predictive Analysis... Revisit the Scalability of Deep Auto-Regressive Models for Graph Generation... An Integrated Indexing and Search Service for Distributed File Systems... Toward Large-Scale Image Segmentation on Summit... Understanding the Interplay between Hardware Errors and User Job Characteristics on the Titan Supercomputer... MARBLE: A Multi-GPU Aware Job Scheduler for Deep Learning on HPC Systems... FLEET: Flexible Efficient Ensemble Training for Heterogeneous Deep Neural Networks... Exascale Deep Learning to Accelerate Cancer Research... In-Place Zero-Space Memory Protection for CNN... A Quantitative Study of Deep Learning Training on Heterogeneous Supercomputers... Wootz: a compiler-based framework for fast CNN pruning via composability... SORA: Scalable Overlap-graph Reduction Algorithms for Genome Assembly using Apache Spark in the Cloud... 167-PFlops deep learning for electron microscopy: from learning physics to atomic manipulation... Exploring flexible communications for streamlining DNN ensemble training pipelines... A Heterogeneity-Aware Task Scheduler for Spark... Scaling Up Data-Parallel Analytics Platforms: Linear Algebraic Operation Cases... Pagination Current page 1 Page 2 Next page ›› Last page Last » Key Links ORCID Organizations Computing and Computational Sciences Directorate Computer Science and Mathematics Division Mathematics in Computation Section Discrete Algorithms Group