FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3121432811> ?p ?o ?g. }

• W3121432811 abstract "The goal of domain generalization algorithms is to predict well on distributions different from those seen during training. While a myriad of domain generalization algorithms exist, inconsistencies in experimental conditions---datasets, network architectures, and model selection criteria---render fair comparisons difficult. The goal of this paper is to understand how useful domain generalization algorithms are in realistic settings. As a first step, we realize that model selection is non-trivial for domain generalization tasks, and we argue that algorithms without a model selection criterion remain incomplete. Next we implement DomainBed, a testbed for domain generalization including seven benchmarks, fourteen algorithms, and three model selection criteria. When conducting extensive experiments using DomainBed we find that when carefully implemented and tuned, ERM outperforms the state-of-the-art in terms of average performance. Furthermore, no algorithm included in DomainBed outperforms ERM by more than one point when evaluated under the same experimental conditions. We hope that the release of DomainBed, alongside contributions from fellow researchers, will streamline reproducible and rigorous advances in domain generalization." @default.
• W3121432811 created "2021-02-01" @default.
• W3121432811 creator A5025335469 @default.
• W3121432811 creator A5087642472 @default.
• W3121432811 date "2021-05-03" @default.
• W3121432811 modified "2023-10-01" @default.
• W3121432811 title "In Search of Lost Domain Generalization" @default.
• W3121432811 cites W1555759181 @default.
• W3121432811 cites W1731081199 @default.
• W3121432811 cites W1852255964 @default.
• W3121432811 cites W1959608418 @default.
• W3121432811 cites W1982696459 @default.
• W3121432811 cites W2031342017 @default.
• W3121432811 cites W2097998348 @default.
• W3121432811 cites W2099471712 @default.
• W3121432811 cites W2104094955 @default.
• W3121432811 cites W2117539524 @default.
• W3121432811 cites W2126151240 @default.
• W3121432811 cites W2148603752 @default.
• W3121432811 cites W2165698076 @default.
• W3121432811 cites W2167366427 @default.
• W3121432811 cites W2194775991 @default.
• W3121432811 cites W2212660284 @default.
• W3121432811 cites W2467286621 @default.
• W3121432811 cites W2758584002 @default.
• W3121432811 cites W2758702837 @default.
• W3121432811 cites W2763549966 @default.
• W3121432811 cites W2765407302 @default.
• W3121432811 cites W2768783441 @default.
• W3121432811 cites W2787226294 @default.
• W3121432811 cites W2788106150 @default.
• W3121432811 cites W2790376986 @default.
• W3121432811 cites W2791655542 @default.
• W3121432811 cites W2798658180 @default.
• W3121432811 cites W2806187986 @default.
• W3121432811 cites W2807997084 @default.
• W3121432811 cites W2889965839 @default.
• W3121432811 cites W2891765548 @default.
• W3121432811 cites W2892623062 @default.
• W3121432811 cites W2895472239 @default.
• W3121432811 cites W2906405631 @default.
• W3121432811 cites W2913620370 @default.
• W3121432811 cites W2921110161 @default.
• W3121432811 cites W2922499403 @default.
• W3121432811 cites W2940156133 @default.
• W3121432811 cites W2941567003 @default.
• W3121432811 cites W2945670763 @default.
• W3121432811 cites W2948880580 @default.
• W3121432811 cites W2949117887 @default.
• W3121432811 cites W2949436635 @default.
• W3121432811 cites W2949737767 @default.
• W3121432811 cites W2951111165 @default.
• W3121432811 cites W2951357534 @default.
• W3121432811 cites W2951775809 @default.
• W3121432811 cites W2951792921 @default.
• W3121432811 cites W2952610664 @default.
• W3121432811 cites W2952735550 @default.
• W3121432811 cites W2952848538 @default.
• W3121432811 cites W2952981590 @default.
• W3121432811 cites W2953039697 @default.
• W3121432811 cites W2953494151 @default.
• W3121432811 cites W2963275094 @default.
• W3121432811 cites W2963756240 @default.
• W3121432811 cites W2964121744 @default.
• W3121432811 cites W2964184998 @default.
• W3121432811 cites W2965769472 @default.
• W3121432811 cites W2965890774 @default.
• W3121432811 cites W2966200864 @default.
• W3121432811 cites W2968993450 @default.
• W3121432811 cites W2970119729 @default.
• W3121432811 cites W2981714617 @default.
• W3121432811 cites W2981720610 @default.
• W3121432811 cites W2988869808 @default.
• W3121432811 cites W2989924675 @default.
• W3121432811 cites W2991162376 @default.
• W3121432811 cites W2991497298 @default.
• W3121432811 cites W2993655808 @default.
• W3121432811 cites W2996823446 @default.
• W3121432811 cites W2998712190 @default.
• W3121432811 cites W3007592798 @default.
• W3121432811 cites W3007641164 @default.
• W3121432811 cites W3013795656 @default.
• W3121432811 cites W3015141276 @default.
• W3121432811 cites W3016179654 @default.
• W3121432811 cites W3037492894 @default.
• W3121432811 cites W3038745855 @default.
• W3121432811 cites W3101183984 @default.
• W3121432811 cites W3102032239 @default.
• W3121432811 cites W3106845355 @default.
• W3121432811 cites W3109635165 @default.
• W3121432811 cites W3109831211 @default.
• W3121432811 cites W3109986233 @default.
• W3121432811 hasPublicationYear "2021" @default.
• W3121432811 type Work @default.
• W3121432811 sameAs 3121432811 @default.
• W3121432811 citedByCount "33" @default.
• W3121432811 countsByYear W31214328112019 @default.
• W3121432811 countsByYear W31214328112020 @default.
• W3121432811 countsByYear W31214328112021 @default.
• W3121432811 countsByYear W31214328112022 @default.

• next