FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3215609432> ?p ?o ?g. }

• W3215609432 abstract "Federated learning learns from scattered data by fusing collaborative models from local nodes. However, the conventional coordinate-based model averaging by FedAvg ignored the random information encoded per parameter and may suffer from structural feature misalignment. In this work, we propose Fed2, a feature-aligned federated learning framework to resolve this issue by establishing a firm structure-feature alignment across the collaborative models. Fed2 is composed of two major designs: First, we design a feature-oriented model structure adaptation method to ensure explicit feature allocation in different neural network structures. Applying the structure adaptation to collaborative models, matchable structures with similar feature information can be initialized at the very early training stage. During the federated learning process, we then propose a feature paired averaging scheme to guarantee aligned feature distribution and maintain no feature fusion conflicts under either IID or non-IID scenarios. Eventually, Fed2 could effectively enhance the federated learning convergence performance under extensive homo- and heterogeneous settings, providing excellent convergence speed, accuracy, and computation/communication efficiency." @default.
• W3215609432 created "2021-12-06" @default.
• W3215609432 creator A5018832267 @default.
• W3215609432 creator A5022385009 @default.
• W3215609432 creator A5030027584 @default.
• W3215609432 creator A5052304130 @default.
• W3215609432 creator A5060314107 @default.
• W3215609432 creator A5073942971 @default.
• W3215609432 creator A5076768386 @default.
• W3215609432 creator A5082386342 @default.
• W3215609432 date "2021-11-28" @default.
• W3215609432 modified "2023-09-23" @default.
• W3215609432 title "Fed2: Feature-Aligned Federated Learning" @default.
• W3215609432 cites W1686810756 @default.
• W3215609432 cites W1825675169 @default.
• W3215609432 cites W2240067561 @default.
• W3215609432 cites W2295107390 @default.
• W3215609432 cites W2541884796 @default.
• W3215609432 cites W2612445135 @default.
• W3215609432 cites W2795783309 @default.
• W3215609432 cites W2807006176 @default.
• W3215609432 cites W2900423325 @default.
• W3215609432 cites W2910306536 @default.
• W3215609432 cites W2912213068 @default.
• W3215609432 cites W2946573451 @default.
• W3215609432 cites W2963039693 @default.
• W3215609432 cites W2963125010 @default.
• W3215609432 cites W2963203586 @default.
• W3215609432 cites W2979556024 @default.
• W3215609432 cites W2995653155 @default.
• W3215609432 cites W2996736801 @default.
• W3215609432 cites W2996999545 @default.
• W3215609432 cites W3020967014 @default.
• W3215609432 cites W3038022836 @default.
• W3215609432 cites W3103802018 @default.
• W3215609432 cites W3209546151 @default.
• W3215609432 doi "https://doi.org/10.48550/arxiv.2111.14248" @default.
• W3215609432 hasPublicationYear "2021" @default.
• W3215609432 type Work @default.
• W3215609432 sameAs 3215609432 @default.
• W3215609432 citedByCount "0" @default.
• W3215609432 crossrefType "posted-content" @default.
• W3215609432 hasAuthorship W3215609432A5018832267 @default.
• W3215609432 hasAuthorship W3215609432A5022385009 @default.
• W3215609432 hasAuthorship W3215609432A5030027584 @default.
• W3215609432 hasAuthorship W3215609432A5052304130 @default.
• W3215609432 hasAuthorship W3215609432A5060314107 @default.
• W3215609432 hasAuthorship W3215609432A5073942971 @default.
• W3215609432 hasAuthorship W3215609432A5076768386 @default.
• W3215609432 hasAuthorship W3215609432A5082386342 @default.
• W3215609432 hasBestOaLocation W32156094321 @default.
• W3215609432 hasConcept C111919701 @default.
• W3215609432 hasConcept C119857082 @default.
• W3215609432 hasConcept C120314980 @default.
• W3215609432 hasConcept C120665830 @default.
• W3215609432 hasConcept C121332964 @default.
• W3215609432 hasConcept C124101348 @default.
• W3215609432 hasConcept C134306372 @default.
• W3215609432 hasConcept C138885662 @default.
• W3215609432 hasConcept C139807058 @default.
• W3215609432 hasConcept C154945302 @default.
• W3215609432 hasConcept C162324750 @default.
• W3215609432 hasConcept C2776401178 @default.
• W3215609432 hasConcept C2777303404 @default.
• W3215609432 hasConcept C2992525071 @default.
• W3215609432 hasConcept C33923547 @default.
• W3215609432 hasConcept C41008148 @default.
• W3215609432 hasConcept C41895202 @default.
• W3215609432 hasConcept C50522688 @default.
• W3215609432 hasConcept C59404180 @default.
• W3215609432 hasConcept C77618280 @default.
• W3215609432 hasConcept C98045186 @default.
• W3215609432 hasConceptScore W3215609432C111919701 @default.
• W3215609432 hasConceptScore W3215609432C119857082 @default.
• W3215609432 hasConceptScore W3215609432C120314980 @default.
• W3215609432 hasConceptScore W3215609432C120665830 @default.
• W3215609432 hasConceptScore W3215609432C121332964 @default.
• W3215609432 hasConceptScore W3215609432C124101348 @default.
• W3215609432 hasConceptScore W3215609432C134306372 @default.
• W3215609432 hasConceptScore W3215609432C138885662 @default.
• W3215609432 hasConceptScore W3215609432C139807058 @default.
• W3215609432 hasConceptScore W3215609432C154945302 @default.
• W3215609432 hasConceptScore W3215609432C162324750 @default.
• W3215609432 hasConceptScore W3215609432C2776401178 @default.
• W3215609432 hasConceptScore W3215609432C2777303404 @default.
• W3215609432 hasConceptScore W3215609432C2992525071 @default.
• W3215609432 hasConceptScore W3215609432C33923547 @default.
• W3215609432 hasConceptScore W3215609432C41008148 @default.
• W3215609432 hasConceptScore W3215609432C41895202 @default.
• W3215609432 hasConceptScore W3215609432C50522688 @default.
• W3215609432 hasConceptScore W3215609432C59404180 @default.
• W3215609432 hasConceptScore W3215609432C77618280 @default.
• W3215609432 hasConceptScore W3215609432C98045186 @default.
• W3215609432 hasLocation W32156094321 @default.
• W3215609432 hasLocation W32156094322 @default.
• W3215609432 hasOpenAccess W3215609432 @default.
• W3215609432 hasPrimaryLocation W32156094321 @default.
• W3215609432 hasRelatedWork W1969663039 @default.
• W3215609432 hasRelatedWork W2546942002 @default.
• W3215609432 hasRelatedWork W2782592381 @default.

• next