David Irwin
Scholar

David Irwin

Google Scholar ID: FbvaN0UAAAAJ
University of Massachusetts Amherst
Computer SystemsSustainable ComputingDistributed SystemsCloud ComputingOperating Systems
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Citations & Impact
All-time
Citations
5,832
 
H-index
33
 
i10-index
100
 
Publications
20
 
Co-authors
19
list available
Contact
No contact links provided.
Publications
6 items
Collaborative Processing for Multi-Tenant Inference on Memory-Constrained Edge TPUs
2026
Cited
0
PowerTrip: Exploiting Federated Heterogeneous Datacenter Power for Distributed ML Training
2025
Cited
0
LLM-Driven Auto Configuration for Transient IoT Device Collaboration
2025
Cited
0
FailLite: Failure-Resilient Model Serving for Resource-Constrained Edge Environments
2025
Cited
0
To Offload or Not To Offload: Model-driven Comparison of Edge-native and On-device Processing
2025
Cited
0
EcoLearn: Optimizing the Carbon Footprint of Federated Learning
2023
Cited
0
Resume (English only)
Academic Achievements
  • Published multiple papers in 2025
  • Released CarbonFirst YouTube videos (long and short versions) in October 2024
  • Papers accepted at SIGMETRICS, Performance, SoCC, SEC, IGSCC, and HotCarbon in 2023
  • ICPE 2023 paper received Best Paper Runner-Up award
  • Paper accepted at e-Energy 2023
  • Mentored student Noman to receive MIT's Climate & Computing Impact Fellowship in 2023
Co-authors
19 total
Prashant Shenoy
Prashant Shenoy
Distinguished Professor, College of Information and Computer Sciences, University of Massachusetts
Co-author 2
Co-author 2
Co-author 3
Co-author 3
Jeannie Albrecht
Jeannie Albrecht
Professor of Computer Science, Williams College
Co-author 5
Co-author 5
Ting Zhu
Ting Zhu
Associate Professor, Computer Science and Engineering, the Ohio State University
Prateek Sharma
Prateek Sharma
Associate Professor, Indiana University
Co-author 8
Co-author 8