Matches in SemOpenAlex for { <https://semopenalex.org/work/W4310283088> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W4310283088 abstract "While federated learning has shown strong results in optimizing a machine learning model without direct access to the original data, its performance may be hindered by intermittent client availability which slows down the convergence and biases the final learned model. There are significant challenges to achieve both stable and bias-free training under arbitrary client availability. To address these challenges, we propose a framework named Federated Graph-based Sampling (FedGS), to stabilize the global model update and mitigate the long-term bias given arbitrary client availability simultaneously. First, we model the data correlations of clients with a Data-Distribution-Dependency Graph (3DG) that helps keep the sampled clients data apart from each other, which is theoretically shown to improve the approximation to the optimal model update. Second, constrained by the far-distance in data distribution of the sampled clients, we further minimize the variance of the numbers of times that the clients are sampled, to mitigate long-term bias. To validate the effectiveness of FedGS, we conduct experiments on three datasets under a comprehensive set of seven client availability modes. Our experimental results confirm FedGS's advantage in both enabling a fair client-sampling scheme and improving the model performance under arbitrary client availability. Our code is available at url{https://github.com/WwZzz/FedGS}." @default.
- W4310283088 created "2022-11-30" @default.
- W4310283088 creator A5022290876 @default.
- W4310283088 creator A5023179804 @default.
- W4310283088 creator A5029924745 @default.
- W4310283088 creator A5035174613 @default.
- W4310283088 creator A5046787564 @default.
- W4310283088 creator A5052267876 @default.
- W4310283088 creator A5061899878 @default.
- W4310283088 date "2022-11-25" @default.
- W4310283088 modified "2023-10-15" @default.
- W4310283088 title "FedGS: Federated Graph-based Sampling with Arbitrary Client Availability" @default.
- W4310283088 doi "https://doi.org/10.48550/arxiv.2211.13975" @default.
- W4310283088 hasPublicationYear "2022" @default.
- W4310283088 type Work @default.
- W4310283088 citedByCount "0" @default.
- W4310283088 crossrefType "posted-content" @default.
- W4310283088 hasAuthorship W4310283088A5022290876 @default.
- W4310283088 hasAuthorship W4310283088A5023179804 @default.
- W4310283088 hasAuthorship W4310283088A5029924745 @default.
- W4310283088 hasAuthorship W4310283088A5035174613 @default.
- W4310283088 hasAuthorship W4310283088A5046787564 @default.
- W4310283088 hasAuthorship W4310283088A5052267876 @default.
- W4310283088 hasAuthorship W4310283088A5061899878 @default.
- W4310283088 hasBestOaLocation W43102830881 @default.
- W4310283088 hasConcept C105795698 @default.
- W4310283088 hasConcept C106131492 @default.
- W4310283088 hasConcept C119857082 @default.
- W4310283088 hasConcept C120314980 @default.
- W4310283088 hasConcept C121955636 @default.
- W4310283088 hasConcept C124101348 @default.
- W4310283088 hasConcept C129848803 @default.
- W4310283088 hasConcept C132525143 @default.
- W4310283088 hasConcept C134306372 @default.
- W4310283088 hasConcept C140779682 @default.
- W4310283088 hasConcept C144133560 @default.
- W4310283088 hasConcept C162324750 @default.
- W4310283088 hasConcept C177264268 @default.
- W4310283088 hasConcept C185429906 @default.
- W4310283088 hasConcept C196083921 @default.
- W4310283088 hasConcept C199360897 @default.
- W4310283088 hasConcept C2776760102 @default.
- W4310283088 hasConcept C2777303404 @default.
- W4310283088 hasConcept C2985139394 @default.
- W4310283088 hasConcept C2992525071 @default.
- W4310283088 hasConcept C31972630 @default.
- W4310283088 hasConcept C33923547 @default.
- W4310283088 hasConcept C41008148 @default.
- W4310283088 hasConcept C50522688 @default.
- W4310283088 hasConcept C75917345 @default.
- W4310283088 hasConcept C77618280 @default.
- W4310283088 hasConcept C80444323 @default.
- W4310283088 hasConceptScore W4310283088C105795698 @default.
- W4310283088 hasConceptScore W4310283088C106131492 @default.
- W4310283088 hasConceptScore W4310283088C119857082 @default.
- W4310283088 hasConceptScore W4310283088C120314980 @default.
- W4310283088 hasConceptScore W4310283088C121955636 @default.
- W4310283088 hasConceptScore W4310283088C124101348 @default.
- W4310283088 hasConceptScore W4310283088C129848803 @default.
- W4310283088 hasConceptScore W4310283088C132525143 @default.
- W4310283088 hasConceptScore W4310283088C134306372 @default.
- W4310283088 hasConceptScore W4310283088C140779682 @default.
- W4310283088 hasConceptScore W4310283088C144133560 @default.
- W4310283088 hasConceptScore W4310283088C162324750 @default.
- W4310283088 hasConceptScore W4310283088C177264268 @default.
- W4310283088 hasConceptScore W4310283088C185429906 @default.
- W4310283088 hasConceptScore W4310283088C196083921 @default.
- W4310283088 hasConceptScore W4310283088C199360897 @default.
- W4310283088 hasConceptScore W4310283088C2776760102 @default.
- W4310283088 hasConceptScore W4310283088C2777303404 @default.
- W4310283088 hasConceptScore W4310283088C2985139394 @default.
- W4310283088 hasConceptScore W4310283088C2992525071 @default.
- W4310283088 hasConceptScore W4310283088C31972630 @default.
- W4310283088 hasConceptScore W4310283088C33923547 @default.
- W4310283088 hasConceptScore W4310283088C41008148 @default.
- W4310283088 hasConceptScore W4310283088C50522688 @default.
- W4310283088 hasConceptScore W4310283088C75917345 @default.
- W4310283088 hasConceptScore W4310283088C77618280 @default.
- W4310283088 hasConceptScore W4310283088C80444323 @default.
- W4310283088 hasLocation W43102830881 @default.
- W4310283088 hasLocation W43102830882 @default.
- W4310283088 hasOpenAccess W4310283088 @default.
- W4310283088 hasPrimaryLocation W43102830881 @default.
- W4310283088 hasRelatedWork W1984126792 @default.
- W4310283088 hasRelatedWork W1997937452 @default.
- W4310283088 hasRelatedWork W2052665155 @default.
- W4310283088 hasRelatedWork W2072676583 @default.
- W4310283088 hasRelatedWork W2299309501 @default.
- W4310283088 hasRelatedWork W2370474211 @default.
- W4310283088 hasRelatedWork W2510070654 @default.
- W4310283088 hasRelatedWork W2616810199 @default.
- W4310283088 hasRelatedWork W2793935943 @default.
- W4310283088 hasRelatedWork W2970859251 @default.
- W4310283088 isParatext "false" @default.
- W4310283088 isRetracted "false" @default.
- W4310283088 workType "article" @default.