FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386071633> ?p ?o ?g. }

• W4386071633 abstract "Despite the remarkable performance that modern deep neural networks have achieved on independent and identically distributed (I.I.D.) data, they can crash under distribution shifts. Most current evaluation methods for do-main generalization (DG) adopt the leave-one-out strategy as a compromise on the limited number of domains. We propose a large-scale benchmark with extensive labeled domains named <tex xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>$NICO^{++}$</tex> along with more rational evaluation methods for comprehensively evaluating DC algorithms. To evaluate DG datasets, we propose two metrics to quantify covariate shift and concept shift, respectively. Two novel generalization bounds from the perspective of data construction are proposed to prove that limited concept shift and significant covariate shift favor the evaluation capability for generalization. Through extensive experiments, <tex xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>$NlCO^{++}$</tex> shows its superior evaluation capability compared with current DG datasets and its contribution in alleviating unfairness caused by the leak of oracle knowledge in model selection. The data and code for the benchmark based on <tex xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>$NICO^{++}$</tex> are available at https://github.com/xxgege/NICO-plus." @default.
• W4386071633 created "2023-08-23" @default.
• W4386071633 creator A5009228005 @default.
• W4386071633 creator A5039487681 @default.
• W4386071633 creator A5041602387 @default.
• W4386071633 creator A5054379354 @default.
• W4386071633 creator A5057317525 @default.
• W4386071633 creator A5061888153 @default.
• W4386071633 date "2023-06-01" @default.
• W4386071633 modified "2023-09-27" @default.
• W4386071633 title "NICO++: Towards Better Benchmarking for Domain Generalization" @default.
• W4386071633 cites W2037227137 @default.
• W4386071633 cites W2108598243 @default.
• W4386071633 cites W2139137304 @default.
• W4386071633 cites W2162651021 @default.
• W4386071633 cites W2167366427 @default.
• W4386071633 cites W2283717164 @default.
• W4386071633 cites W2346746376 @default.
• W4386071633 cites W2363300041 @default.
• W4386071633 cites W2605102758 @default.
• W4386071633 cites W2610332124 @default.
• W4386071633 cites W2627183927 @default.
• W4386071633 cites W2758584002 @default.
• W4386071633 cites W2763549966 @default.
• W4386071633 cites W2798658180 @default.
• W4386071633 cites W2884001105 @default.
• W4386071633 cites W2900631671 @default.
• W4386071633 cites W2929803724 @default.
• W4386071633 cites W2952735550 @default.
• W4386071633 cites W2958360136 @default.
• W4386071633 cites W2963201472 @default.
• W4386071633 cites W2963625477 @default.
• W4386071633 cites W2963756240 @default.
• W4386071633 cites W2968638474 @default.
• W4386071633 cites W2968993450 @default.
• W4386071633 cites W2981540341 @default.
• W4386071633 cites W2981720610 @default.
• W4386071633 cites W2998653622 @default.
• W4386071633 cites W2998712190 @default.
• W4386071633 cites W3021496598 @default.
• W4386071633 cites W3033161486 @default.
• W4386071633 cites W3037492894 @default.
• W4386071633 cites W3044971416 @default.
• W4386071633 cites W3048402654 @default.
• W4386071633 cites W3100715778 @default.
• W4386071633 cites W3101442004 @default.
• W4386071633 cites W3102758664 @default.
• W4386071633 cites W3175215201 @default.
• W4386071633 cites W3177096435 @default.
• W4386071633 cites W3180303049 @default.
• W4386071633 cites W3183864931 @default.
• W4386071633 cites W3189951784 @default.
• W4386071633 cites W4312365264 @default.
• W4386071633 cites W4312774735 @default.
• W4386071633 doi "https://doi.org/10.1109/cvpr52729.2023.01539" @default.
• W4386071633 hasPublicationYear "2023" @default.
• W4386071633 type Work @default.
• W4386071633 citedByCount "0" @default.
• W4386071633 crossrefType "proceedings-article" @default.
• W4386071633 hasAuthorship W4386071633A5009228005 @default.
• W4386071633 hasAuthorship W4386071633A5039487681 @default.
• W4386071633 hasAuthorship W4386071633A5041602387 @default.
• W4386071633 hasAuthorship W4386071633A5054379354 @default.
• W4386071633 hasAuthorship W4386071633A5057317525 @default.
• W4386071633 hasAuthorship W4386071633A5061888153 @default.
• W4386071633 hasConcept C119857082 @default.
• W4386071633 hasConcept C124101348 @default.
• W4386071633 hasConcept C13280743 @default.
• W4386071633 hasConcept C134306372 @default.
• W4386071633 hasConcept C144133560 @default.
• W4386071633 hasConcept C154945302 @default.
• W4386071633 hasConcept C162853370 @default.
• W4386071633 hasConcept C177148314 @default.
• W4386071633 hasConcept C177264268 @default.
• W4386071633 hasConcept C185798385 @default.
• W4386071633 hasConcept C199360897 @default.
• W4386071633 hasConcept C205649164 @default.
• W4386071633 hasConcept C2776760102 @default.
• W4386071633 hasConcept C33923547 @default.
• W4386071633 hasConcept C36503486 @default.
• W4386071633 hasConcept C41008148 @default.
• W4386071633 hasConcept C55166926 @default.
• W4386071633 hasConcept C80444323 @default.
• W4386071633 hasConcept C86251818 @default.
• W4386071633 hasConceptScore W4386071633C119857082 @default.
• W4386071633 hasConceptScore W4386071633C124101348 @default.
• W4386071633 hasConceptScore W4386071633C13280743 @default.
• W4386071633 hasConceptScore W4386071633C134306372 @default.
• W4386071633 hasConceptScore W4386071633C144133560 @default.
• W4386071633 hasConceptScore W4386071633C154945302 @default.
• W4386071633 hasConceptScore W4386071633C162853370 @default.
• W4386071633 hasConceptScore W4386071633C177148314 @default.
• W4386071633 hasConceptScore W4386071633C177264268 @default.
• W4386071633 hasConceptScore W4386071633C185798385 @default.
• W4386071633 hasConceptScore W4386071633C199360897 @default.
• W4386071633 hasConceptScore W4386071633C205649164 @default.
• W4386071633 hasConceptScore W4386071633C2776760102 @default.
• W4386071633 hasConceptScore W4386071633C33923547 @default.
• W4386071633 hasConceptScore W4386071633C36503486 @default.
• W4386071633 hasConceptScore W4386071633C41008148 @default.

• next