OLYMPIA: A Simulation Framework for Evaluating the Concrete Scalability of Secure Aggregation Protocols
Fuente:
arXiv
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| Autori principali: | , , |
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| Natura: | Preprint |
| Pubblicazione: |
2023
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| _version_ | 1866913288936226816 |
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| author | Ngong, Ivoline C. Gibson, Nicholas Near, Joseph P. |
| author_facet | Ngong, Ivoline C. Gibson, Nicholas Near, Joseph P. |
| contents | Recent secure aggregation protocols enable privacy-preserving federated learning for high-dimensional models among thousands or even millions of participants. Due to the scale of these use cases, however, end-to-end empirical evaluation of these protocols is impossible. We present OLYMPIA, a framework for empirical evaluation of secure protocols via simulation. OLYMPIA. provides an embedded domain-specific language for defining protocols, and a simulation framework for evaluating their performance. We implement several recent secure aggregation protocols using OLYMPIA, and perform the first empirical comparison of their end-to-end running times. We release OLYMPIA as open source. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2302_10084 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | OLYMPIA: A Simulation Framework for Evaluating the Concrete Scalability of Secure Aggregation Protocols Ngong, Ivoline C. Gibson, Nicholas Near, Joseph P. Cryptography and Security Recent secure aggregation protocols enable privacy-preserving federated learning for high-dimensional models among thousands or even millions of participants. Due to the scale of these use cases, however, end-to-end empirical evaluation of these protocols is impossible. We present OLYMPIA, a framework for empirical evaluation of secure protocols via simulation. OLYMPIA. provides an embedded domain-specific language for defining protocols, and a simulation framework for evaluating their performance. We implement several recent secure aggregation protocols using OLYMPIA, and perform the first empirical comparison of their end-to-end running times. We release OLYMPIA as open source. |
| title | OLYMPIA: A Simulation Framework for Evaluating the Concrete Scalability of Secure Aggregation Protocols |
| topic | Cryptography and Security |
| url | https://arxiv.org/abs/2302.10084 |