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Michael Kuchnik
Michael Kuchnik
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Year
File systems unfit as distributed storage backends: lessons from 10 years of Ceph evolution
A Aghayev, S Weil, M Kuchnik, M Nelson, GR Ganger, G Amvrosiadis
Proceedings of the 27th ACM Symposium on Operating Systems Principles, 353-369, 2019
1202019
Efficient Augmentation via Data Subsampling
M Kuchnik, V Smith
International Conference on Learning Representations, 2019
292019
Plumber: Diagnosing and removing performance bottlenecks in machine learning data pipelines
M Kuchnik, A Klimovic, J Simsa, V Smith, G Amvrosiadis
Proceedings of Machine Learning and Systems 4, 33-51, 2022
232022
Validating large language models with relm
M Kuchnik, V Smith, G Amvrosiadis
Proceedings of Machine Learning and Systems 5, 457-476, 2023
162023
The Atlas Cluster Trace Repository
G Amvrosiadis, M Kuchnik, JW Park, C Cranor, G Ganger R., E Moore, ...
https://www.usenix.org/publications/login/winter-2018-vol-43-no-4/amvrosiadis, 2018
162018
This is why ML-driven cluster scheduling remains widely impractical
M Kuchnik, JW Park, C Cranor, E Moore, N DeBardeleben, G Amvrosiadis
Tech. Rep., 2019
132019
The case for custom storage backends in distributed storage systems
A Aghayev, S Weil, M Kuchnik, M Nelson, GR Ganger, G Amvrosiadis
ACM Transactions on Storage (TOS) 16 (2), 1-31, 2020
122020
Progressive Compressed Records: Taking a Byte out of Deep Learning Data
M Kuchnik, G Amvrosiadis, V Smith
Proc. VLDB Endow. 14 (11), 2627-2641, 2021
82021
Croissant: A Metadata Format for ML-Ready Datasets
M Akhtar, O Benjelloun, C Conforti, P Gijsbers, J Giner-Miguelez, N Jain, ...
Proceedings of the Eighth Workshop on Data Management for End-to-End Machine …, 2024
52024
Introducing v0. 5 of the ai safety benchmark from mlcommons
B Vidgen, A Agrawal, AM Ahmed, V Akinwande, N Al-Nuaimi, N Alfaraj, ...
arXiv preprint arXiv:2404.12241, 2024
42024
Beyond Model Efficiency: Data Optimizations for Machine Learning Systems
MR Kuchnik
Carnegie Mellon University, 2023
22023
Croissant format specification
O Benjelloun, E Simperl, P Marcenac, P Ruyssen, C Conforti, M Kuchnik, ...
12024
Your Work
A Aghayev, S Weil, M Kuchnik, M Nelson, G Ganger, G Amvrosiadis, ...
2020
SSL Freeform Generator v1. 00
M Kuchnik
2014
2023 Theses by Author
D ANDERSON, E CHU, Y DAI, G FARINA, SA GEORGE, I GROSOF, ...
AGARWAL, Anup CMU-CS-23-100 ANDERSON, Daniel CMU-CS-23-120 BEVERIDGE, Daniel CMU-CS-23-101 BLAKLEY, James CMU-CS-23-101, CMU-CS-23-138
EL BROWN, II CMU-CS, E CHU, Y DAI, Q DONG, T EISZLER, G FARINA, ...
File Systems Unfit as Distributed Storage Back Ends
A AGHAYEV, S WEIL, M KUCHNIK, M NELSON, G GANGER, ...
Deep Reinforcement Learning in Continuous Multi Agent Environments
A Li, M Kuchnik, Y Luo, R Sawhney
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Articles 1–18