Matches in SemOpenAlex for { <https://semopenalex.org/work/W4224311344> ?p ?o ?g. }
Showing items 1 to 87 of
87
with 100 items per page.
- W4224311344 abstract "Split learning (SL) is a promising distributed learning framework that enables to utilize the huge data and parallel computing resources of mobile devices. SL is built upon a model-split architecture, wherein a server stores an upper model segment that is shared by different mobile clients storing its lower model segments. Without exchanging raw data, SL achieves high accuracy and fast convergence by only uploading smashed data from clients and downloading global gradients from the server. Nonetheless, the original implementation of SL sequentially serves multiple clients, incurring high latency with many clients. A parallel implementation of SL has great potential in reducing latency, yet existing parallel SL algorithms resort to compromising scalability and/or convergence speed. Motivated by this, the goal of this article is to develop a scalable parallel SL algorithm with fast convergence and low latency. As a first step, we identify that the fundamental bottleneck of existing parallel SL comes from the model-split and parallel computing architectures, under which the server-client model updates are often imbalanced, and the client models are prone to detach from the server’s model. To fix this problem, by carefully integrating local parallelism, federated learning, and mixup augmentation techniques, we propose a novel parallel SL framework, coined LocFedMix-SL. Simulation results corroborate that LocFedMix-SL achieves improved scalability, convergence speed, and latency, compared to sequential SL as well as the state-of-the-art parallel SL algorithms such as SplitFed and LocSplitFed." @default.
- W4224311344 created "2022-04-26" @default.
- W4224311344 creator A5022522788 @default.
- W4224311344 creator A5022815450 @default.
- W4224311344 creator A5023495279 @default.
- W4224311344 creator A5027772072 @default.
- W4224311344 creator A5027907258 @default.
- W4224311344 creator A5031117986 @default.
- W4224311344 creator A5061429095 @default.
- W4224311344 date "2022-04-25" @default.
- W4224311344 modified "2023-09-30" @default.
- W4224311344 title "LocFedMix-SL: Localize, Federate, and Mix for Improved Scalability, Convergence, and Latency in Split Learning" @default.
- W4224311344 cites W2963209930 @default.
- W4224311344 cites W2979359324 @default.
- W4224311344 cites W2992308087 @default.
- W4224311344 cites W2995191368 @default.
- W4224311344 cites W2998028735 @default.
- W4224311344 cites W3036376900 @default.
- W4224311344 doi "https://doi.org/10.1145/3485447.3512153" @default.
- W4224311344 hasPublicationYear "2022" @default.
- W4224311344 type Work @default.
- W4224311344 citedByCount "8" @default.
- W4224311344 countsByYear W42243113442022 @default.
- W4224311344 countsByYear W42243113442023 @default.
- W4224311344 crossrefType "proceedings-article" @default.
- W4224311344 hasAuthorship W4224311344A5022522788 @default.
- W4224311344 hasAuthorship W4224311344A5022815450 @default.
- W4224311344 hasAuthorship W4224311344A5023495279 @default.
- W4224311344 hasAuthorship W4224311344A5027772072 @default.
- W4224311344 hasAuthorship W4224311344A5027907258 @default.
- W4224311344 hasAuthorship W4224311344A5031117986 @default.
- W4224311344 hasAuthorship W4224311344A5061429095 @default.
- W4224311344 hasBestOaLocation W42243113442 @default.
- W4224311344 hasConcept C111919701 @default.
- W4224311344 hasConcept C120314980 @default.
- W4224311344 hasConcept C149635348 @default.
- W4224311344 hasConcept C162324750 @default.
- W4224311344 hasConcept C173608175 @default.
- W4224311344 hasConcept C186967261 @default.
- W4224311344 hasConcept C2777303404 @default.
- W4224311344 hasConcept C2778119891 @default.
- W4224311344 hasConcept C2780513914 @default.
- W4224311344 hasConcept C31258907 @default.
- W4224311344 hasConcept C41008148 @default.
- W4224311344 hasConcept C48044578 @default.
- W4224311344 hasConcept C50522688 @default.
- W4224311344 hasConcept C68339613 @default.
- W4224311344 hasConcept C71901391 @default.
- W4224311344 hasConcept C76155785 @default.
- W4224311344 hasConcept C82876162 @default.
- W4224311344 hasConcept C93996380 @default.
- W4224311344 hasConceptScore W4224311344C111919701 @default.
- W4224311344 hasConceptScore W4224311344C120314980 @default.
- W4224311344 hasConceptScore W4224311344C149635348 @default.
- W4224311344 hasConceptScore W4224311344C162324750 @default.
- W4224311344 hasConceptScore W4224311344C173608175 @default.
- W4224311344 hasConceptScore W4224311344C186967261 @default.
- W4224311344 hasConceptScore W4224311344C2777303404 @default.
- W4224311344 hasConceptScore W4224311344C2778119891 @default.
- W4224311344 hasConceptScore W4224311344C2780513914 @default.
- W4224311344 hasConceptScore W4224311344C31258907 @default.
- W4224311344 hasConceptScore W4224311344C41008148 @default.
- W4224311344 hasConceptScore W4224311344C48044578 @default.
- W4224311344 hasConceptScore W4224311344C50522688 @default.
- W4224311344 hasConceptScore W4224311344C68339613 @default.
- W4224311344 hasConceptScore W4224311344C71901391 @default.
- W4224311344 hasConceptScore W4224311344C76155785 @default.
- W4224311344 hasConceptScore W4224311344C82876162 @default.
- W4224311344 hasConceptScore W4224311344C93996380 @default.
- W4224311344 hasLocation W42243113441 @default.
- W4224311344 hasLocation W42243113442 @default.
- W4224311344 hasLocation W42243113443 @default.
- W4224311344 hasOpenAccess W4224311344 @default.
- W4224311344 hasPrimaryLocation W42243113441 @default.
- W4224311344 hasRelatedWork W1497152074 @default.
- W4224311344 hasRelatedWork W1800827217 @default.
- W4224311344 hasRelatedWork W2011498909 @default.
- W4224311344 hasRelatedWork W2041056318 @default.
- W4224311344 hasRelatedWork W2159570675 @default.
- W4224311344 hasRelatedWork W2170649215 @default.
- W4224311344 hasRelatedWork W2419277311 @default.
- W4224311344 hasRelatedWork W2983282793 @default.
- W4224311344 hasRelatedWork W3001194762 @default.
- W4224311344 hasRelatedWork W3015604234 @default.
- W4224311344 isParatext "false" @default.
- W4224311344 isRetracted "false" @default.
- W4224311344 workType "article" @default.