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Alexander Borzunov
Alexander Borzunov
OpenAI
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SpQR: A sparse-quantized representation for near-lossless llm weight compression
T Dettmers, R Svirschevski, V Egiazarian, D Kuznedelev, E Frantar, ...
International Conference on Learning Representations (ICLR) 2024, 2023
1612023
Petals: Collaborative inference and fine-tuning of large models
A Borzunov, D Baranchuk, T Dettmers, M Ryabinin, Y Belkada, ...
Proceedings of the 61st Annual Meeting of the Association for Computational …, 2023
542023
Distributed deep learning in open collaborations
M Diskin, A Bukhtiyarov, M Ryabinin, L Saulnier, A Sinitsin, D Popov, ...
Advances in Neural Information Processing Systems 34, 7879-7897, 2021
512021
Distributed inference and fine-tuning of large language models over the internet
A Borzunov, M Ryabinin, A Chumachenko, D Baranchuk, T Dettmers, ...
Advances in Neural Information Processing Systems 36, 2024
312024
SWARM Parallelism: Training Large Models Can Be Surprisingly Communication-Efficient
M Ryabinin, T Dettmers, M Diskin, A Borzunov
Proceedings of the 40th International Conference on Machine Learning, PMLR …, 2023
202023
Secure distributed training at scale
E Gorbunov, A Borzunov, M Diskin, M Ryabinin
Proceedings of the 39th International Conference on Machine Learning 162 …, 2022
152022
Training transformers together
A Borzunov, M Ryabinin, T Dettmers, Q Lhoest, L Saulnier, M Diskin, ...
Proceedings of the NeurIPS 2021 Competitions and Demonstrations Track 176 …, 2022
92022
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