Siddharth Samsi

Nat. Mac. Intell., October, 2023

Sustainable HPC: Modeling, Characterization, and Implications of Carbon Footprint in Modern HPC Systems.

[BibT_eX]

[DOI]

CoRR, 2023

Green Carbon Footprint for Model Inference Serving via Exploiting Mixed-Quality Models and GPU Partitioning.

[BibT_eX]

[DOI]

CoRR, 2023

Clover: Toward Sustainable AI with Carbon-Aware Machine Learning Inference Service.

[BibT_eX]

[DOI]

Proceedings of the International Conference for High Performance Computing, 2023

Toward Sustainable HPC: Carbon Footprint Estimation and Environmental Implications of HPC Systems.

[BibT_eX]

[DOI]

Proceedings of the International Conference for High Performance Computing, 2023

From Words to Watts: Benchmarking the Energy Costs of Large Language Model Inference.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2023

Lincoln AI Computing Survey (LAICS) Update.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2023

Focusing and Calibration of Large Scale Network Sensors Using GraphBLAS Anonymized Hypersparse Matrices.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2023

Deployment of Real-Time Network Traffic Analysis Using GraphBLAS Hypersparse Matrices and D4M Associative Arrays.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2023

Mapping of Internet "Coastlines" via Large Scale Anonymized Network Source Correlations.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2023

An Analysis of Energy Requirement for Computer Vision Algorithms.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2023

pPython Performance Study.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2023

Kairos: Building Cost-Efficient Machine Learning Inference Systems with Heterogeneous Cloud Resources.

[BibT_eX]

[DOI]

Proceedings of the 32nd International Symposium on High-Performance Parallel and Distributed Computing, 2023

Sustainable Supercomputing for AI: GPU Power Capping at HPC Scale.

[BibT_eX]

[DOI]

Proceedings of the 2023 ACM Symposium on Cloud Computing, SoCC 2023, 2023

2022

Building Heterogeneous Cloud System for Machine Learning Inference.

[BibT_eX]

[DOI]

CoRR, 2022

Using Multi-Instance GPU for Efficient Operation of Multi-Tenant GPU Clusters.

[BibT_eX]

[DOI]

CoRR, 2022

Developing a Series of AI Challenges for the United States Department of the Air Force.

[BibT_eX]

[DOI]

CoRR, 2022

The MIT Supercloud Workload Classification Challenge.

[BibT_eX]

[DOI]

CoRR, 2022

GraphBLAS on the Edge: High Performance Streaming of Network Traffic.

[BibT_eX]

[DOI]

CoRR, 2022

New Phenomena in Large-Scale Internet Traffic.

[BibT_eX]

[DOI]

CoRR, 2022

Great Power, Great Responsibility: Recommendations for Reducing Energy for Training Language Models.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: NAACL 2022, 2022

A Green(er) World for A.I.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2022

Loss Curve Approximations for Fast Neural Architecture Ranking & Training Elasticity Estimation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2022

The MIT Supercloud Workload Classification Challenge.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2022

Characterizing Multi-Instance GPU for Machine Learning Workloads.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2022

Temporal Correlation of Internet Observatories and Outposts.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2022

Energy-aware neural architecture selection and hyperparameter optimization.

[BibT_eX]

[DOI]

Rafael Gómez-Bombarelli

Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2022

An Evaluation of Low Overhead Time Series Preprocessing Techniques for Downstream Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2022

Hypersparse Network Flow Analysis of Packets with GraphBLAS.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2022

AI and ML Accelerator Survey and Trends.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2022

Performance Estimation for Efficient Image Segmentation Training of Weather Radar Algorithms.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2022

DASH: Scheduling Deep Learning Workloads on Multi-Generational GPU-Accelerated Clusters.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2022

GraphBLAS on the Edge: Anonymized High Performance Streaming of Network Traffic.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2022

Python Implementation of the Dynamic Distributed Dimensional Data Model.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2022

Benchmarking Resource Usage for Efficient Distributed Deep Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2022

pPython for Parallel Python Programming.

[BibT_eX]

[DOI]

Proceedings of the IEEE High Performance Extreme Computing Conference, 2022

AI-Enabling Workloads on Large-Scale GPU-Accelerated System: Characterization, Opportunities, and Implications.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, 2022

MISO: exploiting multi-instance GPU capability on multi-tenant GPU clusters.

[BibT_eX]

[DOI]

Proceedings of the 13th Symposium on Cloud Computing, SoCC 2022, 2022

Graphulo: Linear Algebra Graph Kernels.

[BibT_eX]

[DOI]

Proceedings of the Massive Graph Analytics, 2022

New Phenomena in Large-Scale Internet Traffic.

[BibT_eX]

[DOI]

Proceedings of the Massive Graph Analytics, 2022

2021

Bringing Atomistic Deep Learning to Prime Time.

[BibT_eX]

[DOI]

CoRR, 2021

Scalable Geometric Deep Learning on Molecular Graphs.

[BibT_eX]

[DOI]

CoRR, 2021

The Pseudo Projection Operator: Applications of Deep Learning to Projection Based Filtering in Non-Trivial Frequency Regimes.

[BibT_eX]

[DOI]

CoRR, 2021

Supercomputing Enabled Deployable Analytics for Disaster Response.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

Maneuver Identification Challenge.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

The MIT Supercloud Dataset.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

AI Accelerator Survey and Trends.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

Improved Compression for Word Embeddings by Scaling Principal Components.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

Serving Machine Learning Inference Using Heterogeneous Hardware.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

Spatial Temporal Analysis of 40, 000, 000, 000, 000 Internet Darkspace Packets.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

Vertical, Temporal, and Horizontal Scaling of Hierarchical Hypersparse GraphBLAS Matrices.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

Node-Based Job Scheduling for Large Scale Simulations of Short Running Jobs.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

3D Real-Time Supercomputer Monitoring.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

2020

AI Data Wrangling with Associative Arrays.

[BibT_eX]

[DOI]

CoRR, 2020

SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology.

[BibT_eX]

[DOI]

Mark S. Veillette

Christopher J. Mattioli

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

75, 000, 000, 000 Streaming Inserts/Second Using Hierarchical Hypersparse GraphBLAS Matrices.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Parallel and Distributed Processing Symposium Workshops, 2020

Benchmarking network fabrics for data distributed training of deep neural networks.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE High Performance Extreme Computing Conference, 2020

GraphChallenge.org Triangle Counting Performance.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE High Performance Extreme Computing Conference, 2020

Compute, Time and Energy Characterization of Encoder-Decoder Networks with Automatic Mixed Precision Training.

[BibT_eX]

[DOI]

Michael Jones

Mark M. Veillette

Proceedings of the 2020 IEEE High Performance Extreme Computing Conference, 2020

Survey of Machine Learning Accelerators.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE High Performance Extreme Computing Conference, 2020

Layer-Parallel Training with GPU Concurrency of Deep Residual Neural Networks via Nonlinear Multigrid.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE High Performance Extreme Computing Conference, 2020

Multi-Temporal Analysis and Scaling Relations of 100, 000, 000, 000 Network Packets.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE High Performance Extreme Computing Conference, 2020

Fast Mapping onto Census Blocks.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE High Performance Extreme Computing Conference, 2020

GraphChallenge.org Sparse Deep Neural Network Performance.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE High Performance Extreme Computing Conference, 2020

Accuracy and Performance Comparison of Video Action Recognition Approaches.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE High Performance Extreme Computing Conference, 2020

Best of Both Worlds: High Performance Interactive and Batch Launching.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE High Performance Extreme Computing Conference, 2020

Segmentation of Tau Stained Alzheimers Brain Tissue Using Convolutional Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

2019

AI Enabling Technologies: A Survey.

[BibT_eX]

[DOI]

CoRR, 2019

A Billion Updates per Second Using 30, 000 Hierarchical In-Memory D4M Databases.

[BibT_eX]

[DOI]

CoRR, 2019

TapirXLA: Embedding Fork-Join Parallelism into the XLA Compiler in TensorFlow Using Tapir.

[BibT_eX]

[DOI]

Tao B. Schardl

Proceedings of the 2019 IEEE High Performance Extreme Computing Conference, 2019

Distributed Deep Learning for Precipitation Nowcasting.

[BibT_eX]

[DOI]

Christopher J. Mattioli

Mark S. Veillette

Proceedings of the 2019 IEEE High Performance Extreme Computing Conference, 2019

Survey and Benchmarking of Machine Learning Accelerators.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE High Performance Extreme Computing Conference, 2019

Securing HPC using Federated Authentication.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE High Performance Extreme Computing Conference, 2019

Large Scale Organization and Inference of an Imagery Dataset for Public Safety.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE High Performance Extreme Computing Conference, 2019

Streaming 1.9 Billion Hypersparse Network Updates per Second with D4M.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE High Performance Extreme Computing Conference, 2019

Sparse Deep Neural Network Graph Challenge.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE High Performance Extreme Computing Conference, 2019

Large Scale Parallelization Using File-Based Communications.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE High Performance Extreme Computing Conference, 2019

Optimizing Xeon Phi for Interactive Data Analysis.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE High Performance Extreme Computing Conference, 2019

2018

Lessons Learned from a Decade of Providing Interactive, On-Demand High Performance Computing to Scientists and Engineers.

[BibT_eX]

[DOI]

Proceedings of the High Performance Computing, 2018

Design, Generation, and Validation of Extreme Scale Power-Law Graphs.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Parallel and Distributed Processing Symposium Workshops, 2018

Large-Scale Bayesian Kinship Analysis.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE High Performance Extreme Computing Conference, 2018

GraphChallenge.org: Raising the Bar on Graph Analytic Performance.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE High Performance Extreme Computing Conference, 2018

Interactive Supercomputing on 40, 000 Cores for Machine Learning and Data Analysis.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE High Performance Extreme Computing Conference, 2018

Measuring the Impact of Spectre and Meltdown.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE High Performance Extreme Computing Conference, 2018

Sparse Deep Neural Network Exact Solutions.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE High Performance Extreme Computing Conference, 2018

Hyperscaling Internet Graph Analysis with D4M on the MIT SuperCloud.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE High Performance Extreme Computing Conference, 2018

Interactive Launch of 16, 000 Microsoft Windows Instances on a Supercomputer.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE High Performance Extreme Computing Conference, 2018

Colorization of H&E stained tissue using Deep Learning.

[BibT_eX]

[DOI]

Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

2017

Learning by doing, High Performance Computing education in the MOOC era.

[BibT_eX]

[DOI]

J. Parallel Distributed Comput., 2017

Static Graph Challenge: Subgraph Isomorphism.

[BibT_eX]

[DOI]

CoRR, 2017

D4M 3.0.

[BibT_eX]

[DOI]

CoRR, 2017

Automated dense neuronal fiber tracing and connectivity mapping at cellular level.

[BibT_eX]

[DOI]

Proceedings of the 14th IEEE International Symposium on Biomedical Imaging, 2017

A linear algebra approach to fast DNA mixture analysis using GPUs.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE High Performance Extreme Computing Conference, 2017

Static graph challenge: Subgraph isomorphism.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE High Performance Extreme Computing Conference, 2017

MIT SuperCloud portal workspace: Enabling HPC web application deployment.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE High Performance Extreme Computing Conference, 2017

D4M 3.0: Extended database and language capabilities.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE High Performance Extreme Computing Conference, 2017

Streaming graph challenge: Stochastic block partition.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE High Performance Extreme Computing Conference, 2017

Performance measurements of supercomputing and cloud storage solutions.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE High Performance Extreme Computing Conference, 2017

Benchmarking data analysis and machine learning applications on the Intel KNL many-core processor.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE High Performance Extreme Computing Conference, 2017

2016

Benchmarking SciDB Data Import on HPC Systems.

[BibT_eX]

[DOI]

CoRR, 2016

Benchmarking SciDB data import on HPC systems.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE High Performance Extreme Computing Conference, 2016

Enhancing HPC security with a user-based firewall.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE High Performance Extreme Computing Conference, 2016

Associative array model of SQL, NoSQL, and NewSQL databases.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE High Performance Extreme Computing Conference, 2016

Scalability of VM provisioning systems.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE High Performance Extreme Computing Conference, 2016

2014

Parallel MATLAB Techniques.

[BibT_eX]

[DOI]

CoRR, 2014

Automated nuclei clump splitting by combining local concavity orientation and graph partitioning.

[BibT_eX]

[DOI]

Proceedings of IEEE-EMBS International Conference on Biomedical and Health Informatics, 2014

2012

An efficient computational framework for the analysis of whole slide images: Application to follicular lymphoma immunohistochemistry.

[BibT_eX]

[DOI]

Metin N. Gurcan

J. Comput. Sci., 2012

2011

Automatic detection of follicular regions in H&E images using iterative shape index.

[BibT_eX]

[DOI]

Kamel Belkacem-Boussaid

Gerard Lozanski

Metin N. Gurcan

Comput. Medical Imaging Graph., 2011

2010

Detection of Follicles From IHC-Stained Slides of Follicular Lymphoma Using Iterative Watershed.

[BibT_eX]

[DOI]

Gerard Lozanski

Arwa Shanaah

Metin N. Gurcan

IEEE Trans. Biomed. Eng., 2010

MATLAB for Signal Processing on Multiprocessors and Multicores.

[BibT_eX]

[DOI]

Ashok Krishnamurthy

IEEE Signal Process. Mag., 2010

2009

A Computational Science IDE for HPC Systems: Design and Applications.

[BibT_eX]

[DOI]

David E. Hudak

Neil Ludban

John Nehrbass

Int. J. Parallel Program., 2009

2008

Experiences from Cyberinfrastructure Development for Multi-user Remote Instrumentation.

[BibT_eX]

[DOI]

Proceedings of the Fourth International Conference on e-Science, 2008

2007

Survey of Parallel MATLAB Techniques and Applications to Signal and Image Processing.

[BibT_eX]

[DOI]

John Nehrbass

Juan Carlos Chaves