2024
Zero coordinate shift: Whetted automatic differentiation for physics-informed operator learning.
J. Comput. Phys., 2024
Mixed-precision numerics in scientific applications: survey and perspectives.
CoRR, 2024
Scalable Artificial Intelligence for Science: Perspectives, Methods and Exemplars.
CoRR, 2024
2023
DeepSpeed4Science Initiative: Enabling Large-Scale Scientific Discovery through Sophisticated AI System Technologies.
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CoRR, 2023
FORGE: Pre-Training Open Foundation Models for Science.
Proceedings of the International Conference for High Performance Computing, 2023
DeepThermo: Deep Learning Accelerated Parallel Monte Carlo Sampling for Thermodynamics Evaluation of High Entropy Alloys.
Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2023
2022
AI Benchmarking for Science: Efforts from the MLCommons Science Working Group.
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Proceedings of the High Performance Computing. ISC High Performance 2022 International Workshops - Hamburg, Germany, May 29, 2022
WfBench: Automated Generation of Scientific Workflow Benchmarks.
Proceedings of the IEEE/ACM International Workshop on Performance Modeling, 2022
Strategies for Integrating Deep Learning Surrogate Models with HPC Simulation Applications.
Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2022
2021
Scientific Machine Learning Benchmarks.
CoRR, 2021
MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems.
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CoRR, 2021
Mitigating Catastrophic Forgetting in Deep Learning in a Streaming Setting Using Historical Summary.
Proceedings of the 2021 7th International Workshop on Data Analysis and Reduction for Big Scientific Data, 2021
MLPerf™ HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems.
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Proceedings of the IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments, 2021
Enabling discovery data science through cross-facility workflows.
Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021
2020
Data optimization for large batch distributed training of deep neural networks.
CoRR, 2020
DataFed: Towards Reproducible Research via Federated Data Management.
CoRR, 2020
A Systemic Approach to Facilitating Reproducibility via Federated, End-to-End Data Management.
Proceedings of the Driving Scientific and Engineering Discoveries Through the Convergence of HPC, Big Data and AI, 2020
GPU lifetimes on titan supercomputer: survival analysis and reliability.
Proceedings of the International Conference for High Performance Computing, 2020
2019
Early experiences on Summit: Data analytics and AI applications.
IBM J. Res. Dev., 2019
Strategies to Deploy and Scale Deep Learning on the Summit Supercomputer.
Proceedings of the Third IEEE/ACM Workshop on Deep Learning on Supercomputers, 2019
2018
Best effort broadcast under cascading failures in interdependent critical infrastructure networks.
Pervasive Mob. Comput., 2018
Defining Big Data Analytics Benchmarks for Next Generation Supercomputers.
CoRR, 2018
The design, deployment, and evaluation of the CORAL pre-exascale systems.
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Proceedings of the International Conference for High Performance Computing, 2018
2017
Best Effort Broadcast under Cascading Failures in Interdependent Networks.
Proceedings of the 18th International Conference on Distributed Computing and Networking, 2017
2016
Utilizing semantic big data for realizing a national-scale infrastructure vulnerability analysis system.
Proceedings of the International Workshop on Semantic Big Data, 2016
BEAM: A Computational Workflow System for Managing and Modeling Material Characterization Data in HPC Environments.
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Proceedings of the International Conference on Computational Science 2016, 2016
URBAN-NET: A network-based infrastructure monitoring and analysis system for emergency management and public safety.
Proceedings of the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), 2016
High-performance computing framework for predictive simulation of healthcare delivery innovation.
Proceedings of the 2016 IEEE-EMBS International Conference on Biomedical and Health Informatics, 2016
2015
Table2Graph: A Scalable Graph Construction from Relational Tables Using Map-Reduce.
Proceedings of the First IEEE International Conference on Big Data Computing Service and Applications, 2015
Enabling graph appliance for genome assembly.
Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015
2014
Graph databases for large-scale healthcare systems: A framework for efficient data management and data services.
Proceedings of the Workshops Proceedings of the 30th International Conference on Data Engineering Workshops, 2014
2013
Perturbed Gibbs Samplers for Generating Large-Scale Privacy-Safe Synthetic Health Data.
Proceedings of the IEEE International Conference on Healthcare Informatics, 2013
2012
The split system approach to managing time in simulations of hybrid systems having continuous and discrete event components.
Simul., 2012
Addressing extensibility requirements for health informatics data.
SIGHIT Rec., 2012
Adaptive response time control for metadata matching in information dissemination systems.
J. Syst. Archit., 2012
Moving from descriptive to causal analytics: case study of discovering knowledge from us health indicators warehouse.
Proceedings of the 2012 International Workshop on Smart Health and Wellbeing, 2012
2010
Quality of monitoring of stochastic events by periodic and proportional-share scheduling of sensor coverage.
ACM Trans. Sens. Networks, 2010
Identification of low-level point radioactive sources using a sensor network.
ACM Trans. Sens. Networks, 2010
2009
Coverage in Wireless Sensor Networks.
Proceedings of the Guide to Wireless Sensor Networks, 2009
Matching and Fairness in Threat-Based Mobile Sensor Coverage.
IEEE Trans. Mob. Comput., 2009
Sensor Placement for Detecting Propagative Sources in Populated Environments.
Proceedings of the INFOCOM 2009. 28th IEEE International Conference on Computer Communications, 2009
Improved SPRT detection using localization with application to radiation sources.
Proceedings of the 12th International Conference on Information Fusion, 2009
INFOrmation Dissemination (INFOD) middleware.
Proceedings of the Third ACM International Conference on Distributed Event-Based Systems, 2009
An event-driven information dissemination model.
Proceedings of the Third ACM International Conference on Distributed Event-Based Systems, 2009
2008
Accurate localization of low-level radioactive source under noise and measurement errors.
Proceedings of the 6th International Conference on Embedded Networked Sensor Systems, 2008
Control-Based Real-Time Metadata Matching for Information Dissemination.
Proceedings of the Fourteenth IEEE Internationl Conference on Embedded and Real-Time Computing Systems and Applications, 2008
Identification of Low-Level Point Radiation Sources Using a Sensor Network.
Proceedings of the 7th International Conference on Information Processing in Sensor Networks, 2008
Localization under random measurements with application to radiation sources.
Proceedings of the 11th International Conference on Information Fusion, 2008
Quality of monitoring of stochastic events by periodic & proportional-share scheduling of sensor coverage.
Proceedings of the 2008 ACM Conference on Emerging Network Experiment and Technology, 2008
2007
A sensor-cyber network testbed for plume detection, identification, and tracking.
Proceedings of the 6th International Conference on Information Processing in Sensor Networks, 2007
Spatio-temporal Conceptual Schema Development for Wide-Area Sensor Networks.
Proceedings of the GeoSpatial Semantics, Second International Conference, 2007
Seamless Simulation of Hybrid Systems with Discrete Event Software Packages.
Proceedings of the Proceedings 40th Annual Simulation Symposium (ANSS-40 2007), 2007
2005
SensorNet Operational Prototypes: Building Wide-Area Interoperable Sensor Networks - Extended Abstract.
Proceedings of the Distributed Computing in Sensor Systems, 2005
2001
An End-to-End QoS Management Architecture for Flexible Applications
PhD thesis, 2001
1999
An End-to-End QoS Management Architecture.
Proceedings of the Fifth IEEE Real-Time Technology and Applications Symposium, 1999
1996
Algorithms and Optimality of Scheduling Soft Aperiodic Requests in Fixed-Priority Preemptive Systems.
Real Time Syst., 1996
1995
Probabilistic performance guarantee for real-time tasks with varying computation times.
Proceedings of the 1st IEEE Real-Time Technology and Applications Symposium, 1995