Matt Baughman

@inproceedings{bauer2024containers,
    title = {An Empirical Investigation of Container Building Strategies and Warm Times to Reduce Cold Starts in Scientific Computing Serverless Functions},
    author = {Andr{\'{e}} Bauer and Maxime Gonthier and Haochen Pan and Ryan Chard and Daniel Grzenda and Martin Straesser and J. Gregory Pauloski and Alok Kamatar and Matt Baughman and Nathaniel Hudson and Ian T. Foster and Kyle Chard},
    booktitle = {20th {IEEE} International Conference on e-Science, e-Science 2024, Osaka, Japan, September 16-20, 2024},
    doi = {10.1109/E-SCIENCE62913.2024.10678668},
    pages = {1--10},
    publisher = {{IEEE}},
    url = {https://doi.org/10.1109/e-Science62913.2024.10678668},
    year = {2024}
}

@inproceedings{ananthakrishnan2024endpoints,
    title = {Enabling Remote Management of FaaS Endpoints with Globus Compute Multi-User Endpoints},
    author = {Rachana Ananthakrishnan and Yadu N. Babuji and Matt Baughman and Josh Bryan and Kyle Chard and Ryan Chard and Ben Clifford and Ian T. Foster and Daniel S. Katz and Kevin Hunter Kesling and Chris Janidlo and Reid Mello and Lei Wang},
    booktitle = {Practice and Experience in Advanced Research Computing 2024: Human Powered Computing, {PEARC} 2024, Providence, RI, USA, July 21-25, 2024},
    doi = {10.1145/3626203.3670612},
    pages = {62:1--62:5},
    publisher = {{ACM}},
    url = {https://doi.org/10.1145/3626203.3670612},
    year = {2024}
}

@inproceedings{bauer2024deviation,
    title = {Unveiling Temporal Performance Deviation: Leveraging Clustering in Microservices Performance Analysis},
    author = {Andr{\'{e}} Bauer and Timo Dittus and Martin Straesser and Alok Kamatar and Matt Baughman and Lukas Beierlieb and Marius Hadry and Daniel Grillmeyer and Yannik Lubas and Samuel Kounev and Ian T. Foster and Kyle Chard},
    booktitle = {Companion of the 15th {ACM/SPEC} International Conference on Performance Engineering, {ICPE} 2024, London, United Kingdom, May 7-11, 2024},
    doi = {10.1145/3629527.3651843},
    pages = {72--76},
    publisher = {{ACM}},
    url = {https://doi.org/10.1145/3629527.3651843},
    year = {2024}
}

@inproceedings{hudson2023trillion,
    title = {Trillion Parameter {AI} Serving Infrastructure for Scientific Discovery: {A} Survey and Vision},
    author = {Nathaniel Hudson and J. Gregory Pauloski and Matt Baughman and Alok Kamatar and Mansi Sakarvadia and Logan T. Ward and Ryan Chard and Andr{\'{e}} Bauer and Maksim Levental and Wenyi Wang and Will Engler and Owen Price Skelly and Ben Blaiszik and Rick Stevens and Kyle Chard and Ian T. Foster},
    booktitle = {Proceedings of the {IEEE/ACM} 10th International Conference on Big Data Computing, Applications and Technologies, {BDCAT} 2023, Taormina (Messina), Italy, December 4-7, 2023},
    doi = {10.1145/3632366.3632396},
    pages = {15:1--15:10},
    publisher = {{ACM}},
    url = {https://doi.org/10.1145/3632366.3632396},
    year = {2023}
}

@inproceedings{pauloski2023proxystore,
    title = {Accelerating Communications in Federated Applications with Transparent Object Proxies},
    author = {J. Gregory Pauloski and Val{\'{e}}rie Hayot{-}Sasson and Logan T. Ward and Nathaniel Hudson and Charlie Sabino and Matt Baughman and Kyle Chard and Ian T. Foster},
    booktitle = {Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, {SC} 2023, Denver, CO, USA, November 12-17, 2023},
    doi = {10.1145/3581784.3607047},
    pages = {59:1--59:15},
    publisher = {{ACM}},
    url = {https://doi.org/10.1145/3581784.3607047},
    year = {2023}
}

@inproceedings{caton2022spot,
    title = {Assessing the Current State of {AWS} Spot Market Forecastability},
    author = {Simon Caton and Matt Baughman and Christian Haas and Ryan Chard and Ian T. Foster and Kyle Chard},
    booktitle = {{IEEE/ACM} International Workshop on Interoperability of Supercomputing and Cloud Technologies, SuperCompCloud@SC 2022, Dallas, TX, USA, November 13-18, 2022},
    doi = {10.1109/SUPERCOMPCLOUD56703.2022.00007},
    pages = {8--15},
    publisher = {{IEEE}},
    url = {https://doi.org/10.1109/SuperCompCloud56703.2022.00007},
    year = {2022}
}

@inproceedings{baughman2021faas,
    title = {Enhancing Automated FaaS with Cost-aware Provisioning of Cloud Resources},
    author = {Matt Baughman and Ian T. Foster and Kyle Chard},
    booktitle = {17th {IEEE} International Conference on eScience, eScience 2021, Innsbruck, Austria, September 20-23, 2021},
    doi = {10.1109/ESCIENCE51609.2021.00053},
    pages = {267--268},
    publisher = {{IEEE}},
    url = {https://doi.org/10.1109/eScience51609.2021.00053},
    year = {2021}
}

@inproceedings{kumar2021continuum,
    title = {Coding the Computing Continuum: Fluid Function Execution in Heterogeneous Computing Environments},
    author = {Rohan Kumar and Matt Baughman and Ryan Chard and Zhuozhao Li and Yadu N. Babuji and Ian T. Foster and Kyle Chard},
    booktitle = {{IEEE} International Parallel and Distributed Processing Symposium Workshops, {IPDPS} Workshops 2021, Portland, OR, USA, June 17-21, 2021},
    doi = {10.1109/IPDPSW52791.2021.00018},
    pages = {66--75},
    publisher = {{IEEE}},
    url = {https://doi.org/10.1109/IPDPSW52791.2021.00018},
    year = {2021}
}

@inproceedings{baughman2021cost,
    title = {Expanding Cost-Aware Function Execution with Multidimensional Notions of Cost},
    author = {Matt Baughman and Rohan Kumar and Ian T. Foster and Kyle Chard},
    booktitle = {HiPS@HPDC 2021: Proceedings of the 1st Workshop on High Performance Serverless Computing, Virtual Event, Sweden, 25 June, 2021},
    doi = {10.1145/3452413.3464790},
    pages = {9--12},
    publisher = {{ACM}},
    url = {https://doi.org/10.1145/3452413.3464790},
    year = {2021}
}

@inproceedings{baughman2019tradeoff,
    title = {Measuring, Quantifying, and Predicting the Cost-Accuracy Tradeoff},
    author = {Matt Baughman and Nifesh Chakubaji and Hong{-}Linh Truong and Krists Kreics and Kyle Chard and Ian T. Foster},
    booktitle = {2019 {IEEE} International Conference on Big Data {(IEEE} BigData), Los Angeles, CA, USA, December 9-12, 2019},
    doi = {10.1109/BIGDATA47090.2019.9006370},
    pages = {3616--3622},
    publisher = {{IEEE}},
    url = {https://doi.org/10.1109/BigData47090.2019.9006370},
    year = {2019}
}

@inproceedings{wu2019paraopt,
    title = {ParaOpt: Automated Application Parameterization and Optimization for the Cloud},
    author = {Chaofeng Wu and Ian T. Foster and Ted Summer and Zhuozhao Li and Anna Woodard and Ryan Chard and Matt Baughman and Yadu N. Babuji and Kyle Chard and Jason Pitt},
    booktitle = {2019 {IEEE} International Conference on Cloud Computing Technology and Science (CloudCom), Sydney, Australia, December 11-13, 2019},
    doi = {10.1109/CLOUDCOM.2019.00045},
    pages = {255--262},
    publisher = {{IEEE}},
    url = {https://doi.org/10.1109/CloudCom.2019.00045},
    year = {2019}
}

@inproceedings{baughman2019spot,
    title = {Deconstructing the 2017 Changes to {AWS} Spot Market Pricing},
    author = {Matt Baughman and Simon Caton and Christian Haas and Ryan Chard and Rich Wolski and Ian T. Foster and Kyle Chard},
    booktitle = {Proceedings of the 10th Workshop on Scientific Cloud Computing, ScienceCloud@HPDC 2019, Phoenix, AZ, USA, June 25, 2019},
    doi = {10.1145/3322795.3331465},
    pages = {19--26},
    publisher = {{ACM}},
    url = {https://doi.org/10.1145/3322795.3331465},
    year = {2019}
}

@inproceedings{baughman2018profiling,
    title = {Profiling and Predicting Application Performance on the Cloud},
    author = {Matt Baughman and Ryan Chard and Logan T. Ward and Jason Pitt and Kyle Chard and Ian T. Foster},
    booktitle = {11th {IEEE/ACM} International Conference on Utility and Cloud Computing, {UCC} 2018, Zurich, Switzerland, December 17-20, 2018},
    doi = {10.1109/UCC.2018.00011},
    pages = {21--30},
    publisher = {{IEEE} Computer Society},
    url = {https://doi.org/10.1109/UCC.2018.00011},
    year = {2018}
}

@inproceedings{baughman2018lstm,
    title = {Predicting Amazon Spot Prices with {LSTM} Networks},
    author = {Matt Baughman and Christian Haas and Rich Wolski and Ian T. Foster and Kyle Chard},
    booktitle = {Proceedings of the 9th Workshop on Scientific Cloud Computing, ScienceCloud@HPDC 2018, Tempe, AZ, USA, June 11, 2018},
    doi = {10.1145/3217880.3217881},
    pages = {1:1--1:7},
    publisher = {{ACM}},
    url = {https://doi.org/10.1145/3217880.3217881},
    year = {2018}
}

@article{hudson2026flight,
    title = {Flight: {A} FaaS-based framework for complex and Hierarchical Federated Learning},
    author = {Nathaniel Hudson and Val{\'{e}}rie Hayot{-}Sasson and Yadu Nand Babuji and Matt Baughman and J. Gregory Pauloski and Ryan Chard and Ian T. Foster and Kyle Chard},
    doi = {10.1016/J.FUTURE.2025.107998},
    journal = {Future Gener. Comput. Syst.},
    pages = {107998},
    url = {https://doi.org/10.1016/j.future.2025.107998},
    volume = {174},
    year = {2026}
}

@article{hudson2024qos,
    title = {QoS-aware edge {AI} placement and scheduling with multiple implementations in FaaS-based edge computing},
    author = {Nathaniel Hudson and Hana Khamfroush and Matt Baughman and Daniel E. Lucani and Kyle Chard and Ian T. Foster},
    doi = {10.1016/J.FUTURE.2024.03.035},
    journal = {Future Gener. Comput. Syst.},
    pages = {250--263},
    url = {https://doi.org/10.1016/j.future.2024.03.035},
    volume = {157},
    year = {2024}
}

@article{ooi2023measurement,
    title = {Measurement and Applications: Exploring the Challenges and Opportunities of Hierarchical Federated Learning in Sensor Applications},
    author = {Melanie Po{-}Leen Ooi and Shaleeza Sohail and Victoria Guiying Huang and Nathaniel Hudson and Matt Baughman and Omer F. Rana and Annika Hinze and Kyle Chard and Ryan Chard and Ian T. Foster and Theodoros Spyridopoulos and Harshaan Nagra},
    doi = {10.1109/MIM.2023.10328671},
    journal = {{IEEE} Instrum. Meas. Mag.},
    number = {9},
    pages = {21--31},
    url = {https://doi.org/10.1109/MIM.2023.10328671},
    volume = {26},
    year = {2023}
}

@inproceedings{baughman2023tournament,
    title = {Tournament-Based Pretraining to Accelerate Federated Learning},
    author = {Matt Baughman and Nathaniel Hudson and Ryan Chard and Andr{\'{e}} Bauer and Ian T. Foster and Kyle Chard},
    booktitle = {Proceedings of the {SC} '23 Workshops of The International Conference on High Performance Computing, Network, Storage, and Analysis, {SC-W} 2023, Denver, CO, USA, November 12-17, 2023},
    doi = {10.1145/3624062.3626089},
    pages = {109--115},
    publisher = {{ACM}},
    url = {https://doi.org/10.1145/3624062.3626089},
    year = {2023}
}

@article{patros2023ruralai,
    title = {Rural {AI:} Serverless-Powered Federated Learning for Remote Applications},
    author = {Panos Patros and Melanie Ooi and Victoria Huang and Michael Mayo and Chris Anderson and Stephen Burroughs and Matt Baughman and Osama Almurshed and Omer F. Rana and Ryan Chard and Kyle Chard and Ian T. Foster},
    doi = {10.1109/MIC.2022.3202764},
    journal = {{IEEE} Internet Comput.},
    number = {2},
    pages = {28--34},
    url = {https://doi.org/10.1109/MIC.2022.3202764},
    volume = {27},
    year = {2023}
}

@inproceedings{baughman2023balancing,
    title = {Balancing Federated Learning Trade-Offs for Heterogeneous Environments},
    author = {Matt Baughman and Nathaniel Hudson and Ian T. Foster and Kyle Chard},
    booktitle = {{IEEE} International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2023, Atlanta, GA, USA, March 13-17, 2023},
    doi = {10.1109/PERCOMWORKSHOPS56833.2023.10150228},
    pages = {404--407},
    publisher = {{IEEE}},
    url = {https://doi.org/10.1109/PerComWorkshops56833.2023.10150228},
    year = {2023}
}

@inproceedings{rana2023hierarchical,
    title = {Hierarchical and Decentralised Federated Learning},
    author = {Omer F. Rana and Theodoros Spyridopoulos and Nathaniel Hudson and Matt Baughman and Kyle Chard and Ian T. Foster and Aftab Khan},
    booktitle = {2022 Cloud Continuum},
    doi = {10.1109/CloudContinuum57429.2022.00008},
    pages = {1--9},
    publisher = {{IEEE}},
    year = {2022}
}

@inproceedings{kotsehub2022flox,
    title = {FLoX: Federated Learning with FaaS at the Edge},
    author = {Nikita Kotsehub and Matt Baughman and Ryan Chard and Nathaniel Hudson and Panos Patros and Omer F. Rana and Ian T. Foster and Kyle Chard},
    booktitle = {18th {IEEE} International Conference on e-Science, e-Science 2022, Salt Lake City, UT, USA, October 11-14, 2022},
    doi = {10.1109/ESCIENCE55777.2022.00016},
    pages = {11--20},
    publisher = {{IEEE}},
    url = {https://doi.org/10.1109/eScience55777.2022.00016},
    year = {2022}
}

@inproceedings{baughman2022tradeoffs,
    title = {Exploring Tradeoffs in Federated Learning on Serverless Computing Architectures},
    author = {Matt Baughman and Ian T. Foster and Kyle Chard},
    booktitle = {18th {IEEE} International Conference on e-Science, e-Science 2022, Salt Lake City, UT, USA, October 11-14, 2022},
    doi = {10.1109/ESCIENCE55777.2022.00074},
    pages = {433--434},
    publisher = {{IEEE}},
    url = {https://doi.org/10.1109/eScience55777.2022.00074},
    year = {2022}
}

@inproceedings{almurshed2022adaptive,
    title = {Adaptive Edge-Cloud Environments for Rural {AI}},
    author = {Osama Almurshed and Panos Patros and Victoria Huang and Michael Mayo and Melanie Ooi and Ryan Chard and Kyle Chard and Omer F. Rana and Harshaan Nagra and Matt Baughman and Ian T. Foster},
    booktitle = {{IEEE} International Conference on Services Computing, {SCC} 2022, Barcelona, Spain, July 10-16, 2022},
    doi = {10.1109/SCC55611.2022.00023},
    pages = {74--83},
    publisher = {{IEEE}},
    url = {https://doi.org/10.1109/SCC55611.2022.00023},
    year = {2022}
}

@article{baughman2026inverters,
    title = {Implications of Grid-Forming Inverter Parameters on Disturbance Localization and Controllability},
    author = {Matt Baughman and Marena Trujillo and Bri{-}Mathias Hodge and Emily Jensen},
    doi = {10.1109/LCSYS.2026.3688759},
    journal = {{IEEE} Control. Syst. Lett.},
    pages = {319--324},
    url = {https://doi.org/10.1109/LCSYS.2026.3688759},
    volume = {10},
    year = {2026}
}

@article{devaraj2024ruralai,
    title = {{RuralAI} in Tomato Farming: Integrated Sensor System, Distributed Computing, and Hierarchical Federated Learning for Crop Health Monitoring},
    author = {Harish Devaraj and Shaleeza Sohail and Melanie Ooi and Boyang Li and Nathaniel Hudson and Matt Baughman and Kyle Chard and Ryan Chard and Enrico Casella and Ian Foster and Omer Rana},
    doi = {10.1109/LSENS.2024.3384935},
    journal = {{IEEE} Sensors Letters},
    number = {5},
    pages = {1--4},
    volume = {8},
    year = {2024}
}

@article{wozniak2018candle,
    title = {CANDLE/Supervisor: a workflow framework for machine learning applied to cancer research},
    author = {Justin M. Wozniak and Rajeev Jain and Prasanna Balaprakash and Jonathan Ozik and Nicholson T. Collier and John Bauer and Fangfang Xia and Thomas S. Brettin and Rick Stevens and Jamaludin Mohd{-}Yusof and Cristina Garcia{-}Cardona and Brian Van Essen and Matthew Baughman},
    doi = {10.1186/S12859-018-2508-4},
    journal = {{BMC} Bioinform.},
    number = {18},
    pages = {59--69},
    url = {https://doi.org/10.1186/s12859-018-2508-4},
    volume = {19-S},
    year = {2018}
}