Jared Fernandez
Jared Fernandez
About
Publications
Hardware Scaling Trends and Diminishing Returns in Large-Scale Distributed Training
Jared Fernandez
,
Luca Wehrstedt
,
Leonid Shamis
,
Mostafa Elhoushi
,
Kalyan Saladi
,
Yonatan Bisk
,
Emma Strubell
,
Jacob Kahn
April 2025
PDF
Type
Conference paper
Efficiency
Energy
Training
Jared Fernandez
PhD student at CMU LTI working on ML efficiency.
Related
Energy Considerations of Large Language Model Inference and Efficiency Optimizations
The Framework Tax: Disparities Between Inference Efficiency in Research and Deployment
Holistically Evaluating the Environmental Impact of Creating Language Models
Sampling Informative Training Data for RNN Language Models
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