Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385750337> ?p ?o ?g. }
Showing items 1 to 71 of
71
with 100 items per page.
- W4385750337 abstract "Federated learning (FL), as a decentralized machine learning solution to the protection of users' private data, has become an important learning paradigm in recent years, especially since the enforcement of stricter laws and regulations in most countries. Therefore, a variety of FL frameworks are released to facilitate the development and application of federated learning. Despite the considerable amount of research on the security and privacy of FL models and systems, the security issues in FL frameworks have not been systematically studied yet. In this paper, we conduct the first empirical study on 1,112 FL framework bugs to investigate their characteristics. These bugs are manually collected, classified, and labeled from 12 open-source FL frameworks on GitHub. In detail, we construct taxonomies of 15 symptoms, 12 root causes, and 20 fix patterns of these bugs and investigate their correlations and distributions on 23 logical components and two main application scenarios. From the results of our study, we present nine findings, discuss their implications, and propound several suggestions to FL framework developers and security researchers on the FL frameworks." @default.
- W4385750337 created "2023-08-11" @default.
- W4385750337 creator A5029067537 @default.
- W4385750337 creator A5042441618 @default.
- W4385750337 creator A5049777956 @default.
- W4385750337 creator A5076674630 @default.
- W4385750337 creator A5085721305 @default.
- W4385750337 date "2023-08-09" @default.
- W4385750337 modified "2023-09-27" @default.
- W4385750337 title "An Empirical Study of Bugs in Open-Source Federated Learning Framework" @default.
- W4385750337 doi "https://doi.org/10.48550/arxiv.2308.05014" @default.
- W4385750337 hasPublicationYear "2023" @default.
- W4385750337 type Work @default.
- W4385750337 citedByCount "0" @default.
- W4385750337 crossrefType "posted-content" @default.
- W4385750337 hasAuthorship W4385750337A5029067537 @default.
- W4385750337 hasAuthorship W4385750337A5042441618 @default.
- W4385750337 hasAuthorship W4385750337A5049777956 @default.
- W4385750337 hasAuthorship W4385750337A5076674630 @default.
- W4385750337 hasAuthorship W4385750337A5085721305 @default.
- W4385750337 hasBestOaLocation W43857503371 @default.
- W4385750337 hasConcept C111472728 @default.
- W4385750337 hasConcept C120936955 @default.
- W4385750337 hasConcept C136197465 @default.
- W4385750337 hasConcept C136764020 @default.
- W4385750337 hasConcept C138885662 @default.
- W4385750337 hasConcept C154945302 @default.
- W4385750337 hasConcept C17744445 @default.
- W4385750337 hasConcept C199360897 @default.
- W4385750337 hasConcept C199539241 @default.
- W4385750337 hasConcept C2522767166 @default.
- W4385750337 hasConcept C2777904410 @default.
- W4385750337 hasConcept C2778464652 @default.
- W4385750337 hasConcept C2779777834 @default.
- W4385750337 hasConcept C2780801425 @default.
- W4385750337 hasConcept C2992525071 @default.
- W4385750337 hasConcept C3018397939 @default.
- W4385750337 hasConcept C41008148 @default.
- W4385750337 hasConceptScore W4385750337C111472728 @default.
- W4385750337 hasConceptScore W4385750337C120936955 @default.
- W4385750337 hasConceptScore W4385750337C136197465 @default.
- W4385750337 hasConceptScore W4385750337C136764020 @default.
- W4385750337 hasConceptScore W4385750337C138885662 @default.
- W4385750337 hasConceptScore W4385750337C154945302 @default.
- W4385750337 hasConceptScore W4385750337C17744445 @default.
- W4385750337 hasConceptScore W4385750337C199360897 @default.
- W4385750337 hasConceptScore W4385750337C199539241 @default.
- W4385750337 hasConceptScore W4385750337C2522767166 @default.
- W4385750337 hasConceptScore W4385750337C2777904410 @default.
- W4385750337 hasConceptScore W4385750337C2778464652 @default.
- W4385750337 hasConceptScore W4385750337C2779777834 @default.
- W4385750337 hasConceptScore W4385750337C2780801425 @default.
- W4385750337 hasConceptScore W4385750337C2992525071 @default.
- W4385750337 hasConceptScore W4385750337C3018397939 @default.
- W4385750337 hasConceptScore W4385750337C41008148 @default.
- W4385750337 hasLocation W43857503371 @default.
- W4385750337 hasOpenAccess W4385750337 @default.
- W4385750337 hasPrimaryLocation W43857503371 @default.
- W4385750337 hasRelatedWork W1935138864 @default.
- W4385750337 hasRelatedWork W1969324738 @default.
- W4385750337 hasRelatedWork W2003087619 @default.
- W4385750337 hasRelatedWork W2056021935 @default.
- W4385750337 hasRelatedWork W2096636183 @default.
- W4385750337 hasRelatedWork W2108733183 @default.
- W4385750337 hasRelatedWork W2351571780 @default.
- W4385750337 hasRelatedWork W2806788901 @default.
- W4385750337 hasRelatedWork W4300507456 @default.
- W4385750337 hasRelatedWork W4385750337 @default.
- W4385750337 isParatext "false" @default.
- W4385750337 isRetracted "false" @default.
- W4385750337 workType "article" @default.