Matches in SemOpenAlex for { <https://semopenalex.org/work/W4384641381> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W4384641381 abstract "CTR prediction is crucial in recommendation systems and online advertising platforms, where user-generated data streams that drift over time can lead to catastrophic forgetting if the model continuously adapts to new data distribution. Conventional strategies for catastrophic forgetting are challenging to deploy due to memory constraints and diverse data distributions. To address this, we propose a novel drift-aware incremental learning framework based on ensemble learning for CTR prediction, which uses explicit error-based drift detection on streaming data to strengthen well-adapted ensembles and freeze ensembles that do not match the input distribution, avoiding catastrophic interference. Our method outperforms all baselines considered in offline experiments and A/B tests." @default.
- W4384641381 created "2023-07-19" @default.
- W4384641381 creator A5001629337 @default.
- W4384641381 creator A5009831083 @default.
- W4384641381 creator A5016065545 @default.
- W4384641381 creator A5020847596 @default.
- W4384641381 creator A5031293241 @default.
- W4384641381 creator A5056000157 @default.
- W4384641381 date "2023-07-18" @default.
- W4384641381 modified "2023-09-30" @default.
- W4384641381 title "Always Strengthen Your Strengths: A Drift-Aware Incremental Learning Framework for CTR Prediction" @default.
- W4384641381 cites W2004110412 @default.
- W4384641381 cites W2015420274 @default.
- W4384641381 cites W2119458897 @default.
- W4384641381 cites W2143991132 @default.
- W4384641381 cites W2473930607 @default.
- W4384641381 cites W2475334473 @default.
- W4384641381 cites W2554616628 @default.
- W4384641381 cites W2560647685 @default.
- W4384641381 cites W2585528949 @default.
- W4384641381 cites W2604662567 @default.
- W4384641381 cites W2723293840 @default.
- W4384641381 cites W2949071326 @default.
- W4384641381 cites W2962745591 @default.
- W4384641381 cites W2966123616 @default.
- W4384641381 cites W2972313371 @default.
- W4384641381 cites W3110791298 @default.
- W4384641381 cites W4296591841 @default.
- W4384641381 cites W4312309344 @default.
- W4384641381 doi "https://doi.org/10.1145/3539618.3591948" @default.
- W4384641381 hasPublicationYear "2023" @default.
- W4384641381 type Work @default.
- W4384641381 citedByCount "2" @default.
- W4384641381 countsByYear W43846413812023 @default.
- W4384641381 crossrefType "proceedings-article" @default.
- W4384641381 hasAuthorship W4384641381A5001629337 @default.
- W4384641381 hasAuthorship W4384641381A5009831083 @default.
- W4384641381 hasAuthorship W4384641381A5016065545 @default.
- W4384641381 hasAuthorship W4384641381A5020847596 @default.
- W4384641381 hasAuthorship W4384641381A5031293241 @default.
- W4384641381 hasAuthorship W4384641381A5056000157 @default.
- W4384641381 hasBestOaLocation W43846413812 @default.
- W4384641381 hasConcept C119857082 @default.
- W4384641381 hasConcept C124101348 @default.
- W4384641381 hasConcept C127162648 @default.
- W4384641381 hasConcept C138885662 @default.
- W4384641381 hasConcept C154945302 @default.
- W4384641381 hasConcept C2777611316 @default.
- W4384641381 hasConcept C2778484313 @default.
- W4384641381 hasConcept C2780735816 @default.
- W4384641381 hasConcept C31258907 @default.
- W4384641381 hasConcept C32022120 @default.
- W4384641381 hasConcept C41008148 @default.
- W4384641381 hasConcept C41895202 @default.
- W4384641381 hasConcept C60777511 @default.
- W4384641381 hasConcept C7149132 @default.
- W4384641381 hasConcept C76155785 @default.
- W4384641381 hasConcept C89198739 @default.
- W4384641381 hasConceptScore W4384641381C119857082 @default.
- W4384641381 hasConceptScore W4384641381C124101348 @default.
- W4384641381 hasConceptScore W4384641381C127162648 @default.
- W4384641381 hasConceptScore W4384641381C138885662 @default.
- W4384641381 hasConceptScore W4384641381C154945302 @default.
- W4384641381 hasConceptScore W4384641381C2777611316 @default.
- W4384641381 hasConceptScore W4384641381C2778484313 @default.
- W4384641381 hasConceptScore W4384641381C2780735816 @default.
- W4384641381 hasConceptScore W4384641381C31258907 @default.
- W4384641381 hasConceptScore W4384641381C32022120 @default.
- W4384641381 hasConceptScore W4384641381C41008148 @default.
- W4384641381 hasConceptScore W4384641381C41895202 @default.
- W4384641381 hasConceptScore W4384641381C60777511 @default.
- W4384641381 hasConceptScore W4384641381C7149132 @default.
- W4384641381 hasConceptScore W4384641381C76155785 @default.
- W4384641381 hasConceptScore W4384641381C89198739 @default.
- W4384641381 hasLocation W43846413811 @default.
- W4384641381 hasLocation W43846413812 @default.
- W4384641381 hasOpenAccess W4384641381 @default.
- W4384641381 hasPrimaryLocation W43846413811 @default.
- W4384641381 hasRelatedWork W1485530964 @default.
- W4384641381 hasRelatedWork W1539490284 @default.
- W4384641381 hasRelatedWork W2026324356 @default.
- W4384641381 hasRelatedWork W2540698583 @default.
- W4384641381 hasRelatedWork W2574092225 @default.
- W4384641381 hasRelatedWork W2740428142 @default.
- W4384641381 hasRelatedWork W3174499835 @default.
- W4384641381 hasRelatedWork W4246591448 @default.
- W4384641381 hasRelatedWork W4285492980 @default.
- W4384641381 hasRelatedWork W4384641381 @default.
- W4384641381 isParatext "false" @default.
- W4384641381 isRetracted "false" @default.
- W4384641381 workType "article" @default.