Ilia Markov

Graduate School
Alistarh Group

5 Publications

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[5]
2023 | Conference Paper | IST-REx-ID: 14461 | OA
Markov, Ilia, et al. “Quantized Distributed Training of Large Models with Convergence Guarantees.” Proceedings of the 40th International Conference on Machine Learning, vol. 202, ML Research Press, 2023, pp. 24020–44.
[Preprint] View | Download Preprint (ext.) | arXiv
 
[4]
2022 | Conference Paper | IST-REx-ID: 12780 | OA
Markov, Ilia, et al. “CGX: Adaptive System Support for Communication-Efficient Deep Learning.” Proceedings of the 23rd ACM/IFIP International Middleware Conference, Association for Computing Machinery, 2022, pp. 241–54, doi:10.1145/3528535.3565248.
[Published Version] View | Files available | DOI | arXiv
 
[3]
2021 | Conference Paper | IST-REx-ID: 10432 | OA
Nadiradze, Giorgi, et al. “Elastic Consistency: A Practical Consistency Model for Distributed Stochastic Gradient Descent.” Proceedings of the AAAI Conference on Artificial Intelligence, vol. 35, no. 10, 2021, pp. 9037–45.
[Published Version] View | Files available | Download Published Version (ext.) | arXiv
 
[2]
2021 | Conference Paper | IST-REx-ID: 10049 | OA
Klein, Karen, et al. “Keep the Dirt: Tainted TreeKEM, Adaptively and Actively Secure Continuous Group Key Agreement.” 2021 IEEE Symposium on Security and Privacy , IEEE, 2021, pp. 268–84, doi:10.1109/sp40001.2021.00035.
[Preprint] View | Files available | DOI | Download Preprint (ext.)
 
[1]
2020 | Conference Paper | IST-REx-ID: 15086 | OA
Faghri, Fartash, et al. “Adaptive Gradient Quantization for Data-Parallel SGD.” Advances in Neural Information Processing Systems, vol. 33, Neural Information Processing Systems Foundation, 2020.
[Preprint] View | Download Preprint (ext.) | arXiv
 
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5 Publications

Mark all

[5]
2023 | Conference Paper | IST-REx-ID: 14461 | OA
Markov, Ilia, et al. “Quantized Distributed Training of Large Models with Convergence Guarantees.” Proceedings of the 40th International Conference on Machine Learning, vol. 202, ML Research Press, 2023, pp. 24020–44.
[Preprint] View | Download Preprint (ext.) | arXiv
 
[4]
2022 | Conference Paper | IST-REx-ID: 12780 | OA
Markov, Ilia, et al. “CGX: Adaptive System Support for Communication-Efficient Deep Learning.” Proceedings of the 23rd ACM/IFIP International Middleware Conference, Association for Computing Machinery, 2022, pp. 241–54, doi:10.1145/3528535.3565248.
[Published Version] View | Files available | DOI | arXiv
 
[3]
2021 | Conference Paper | IST-REx-ID: 10432 | OA
Nadiradze, Giorgi, et al. “Elastic Consistency: A Practical Consistency Model for Distributed Stochastic Gradient Descent.” Proceedings of the AAAI Conference on Artificial Intelligence, vol. 35, no. 10, 2021, pp. 9037–45.
[Published Version] View | Files available | Download Published Version (ext.) | arXiv
 
[2]
2021 | Conference Paper | IST-REx-ID: 10049 | OA
Klein, Karen, et al. “Keep the Dirt: Tainted TreeKEM, Adaptively and Actively Secure Continuous Group Key Agreement.” 2021 IEEE Symposium on Security and Privacy , IEEE, 2021, pp. 268–84, doi:10.1109/sp40001.2021.00035.
[Preprint] View | Files available | DOI | Download Preprint (ext.)
 
[1]
2020 | Conference Paper | IST-REx-ID: 15086 | OA
Faghri, Fartash, et al. “Adaptive Gradient Quantization for Data-Parallel SGD.” Advances in Neural Information Processing Systems, vol. 33, Neural Information Processing Systems Foundation, 2020.
[Preprint] View | Download Preprint (ext.) | arXiv
 
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Citation Style: MLA

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