Scholar
Jared Fernandez
Google Scholar ID: CQHpFLIAAAAJ
Carnegie Mellon University
Machine Learning
Natural Language Processing
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Citations & Impact
All-time
Citations
420
H-index
7
i10-index
6
Publications
13
Co-authors
5
list available
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Publications
5 items
The Energy Cost of Execution-Idle in GPU Clusters
2026
Cited
0
Empirically-Calibrated H100 Node Power Models for Reducing Uncertainty in AI Training Energy Estimation
2025
Cited
0
Energy Considerations of Large Language Model Inference and Efficiency Optimizations
2025
Cited
0
Holistically Evaluating the Environmental Impact of Creating Language Models
2025
Cited
0
Hardware Scaling Trends and Diminishing Returns in Large-Scale Distributed Training
arXiv.org · 2024
Cited
3
Resume (English only)
Academic Achievements
ACL 2025: "Energy Considerations of Large Language Model Inference and Efficiency Optimizations"
TMLR 2025: "Efficient Hardware Scaling and Diminishing Returns in Large-Scale Training of Language Models"
ICLR 2025: "Holistically Evaluating the Environmental Impact of Creating Language Models"
EMNLP Findings 2024: "Gradient Localization Improves Lifelong Pretraining of Language Models"
EMNLP 2023: "The Framework Tax: Disparities Between Inference Efficiency in Research and Deployment"
April 2025: Won Best Proposal Award at CCAI Workshop (ICLR) for preliminary work
April 2025: Presented joint work on low-power distributed training at SIGBOVIK
November 2024: Presented paper on continual pretraining for LLMs at EMNLP
December 2023: Presented work on deep learning framework efficiency at EMNLP
Co-authors
5 total
Doug Downey
Allen Institute for AI and Northwestern University
Emma Strubell
Assistant Professor, Carnegie Mellon University
Yonatan Bisk
Assistant Professor, Carnegie Mellon University
Clara Na
Language Technologies Institute, Carnegie Mellon University
Jacob Kahn
FAIR, Meta AI | University of Pennsylvania
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