Matches in SemOpenAlex for { <https://semopenalex.org/work/W2785776513> ?p ?o ?g. }
Showing items 1 to 90 of
90
with 100 items per page.
- W2785776513 abstract "It is safe to assume that, for the foreseeable future, machine learning, especially deep learning will remain both data- and computation-hungry. In this paper, we ask: Can we build a global exchange where everyone can contribute computation and data to train the next generation of machine learning applications? We present an early, but running prototype of DataBright, a system that turns the creation of training examples and the sharing of computation into an investment mechanism. Unlike most crowdsourcing platforms, where the contributor gets paid when they submit their data, DataBright pays dividends whenever a contributor's data or hardware is used by someone to train a machine learning model. The contributor becomes a shareholder in the dataset they created. To enable the measurement of usage, a computation platform that contributors can trust is also necessary. DataBright thus merges both a data market and a trusted computation market. We illustrate that trusted computation can enable the creation of an AI market, where each data point has an exact value that should be paid to its creator. DataBright allows data creators to retain ownership of their contribution and attaches to it a measurable value. The value of the data is given by its utility in subsequent distributed computation done on the DataBright computation market. The computation market allocates tasks and subsequent payments to pooled hardware. This leads to the creation of a decentralized AI cloud. Our experiments show that trusted hardware such as Intel SGX can be added to the usual ML pipeline with no additional costs. We use this setting to orchestrate distributed computation that enables the creation of a computation market. DataBright is available for download at this https URL" @default.
- W2785776513 created "2018-02-23" @default.
- W2785776513 creator A5010309406 @default.
- W2785776513 creator A5023182736 @default.
- W2785776513 creator A5041232755 @default.
- W2785776513 creator A5083822059 @default.
- W2785776513 date "2018-02-12" @default.
- W2785776513 modified "2023-09-27" @default.
- W2785776513 title "DataBright: Towards a Global Exchange for Decentralized Data Ownership and Trusted Computation." @default.
- W2785776513 cites W2407022425 @default.
- W2785776513 cites W2741269719 @default.
- W2785776513 cites W778657980 @default.
- W2785776513 hasPublicationYear "2018" @default.
- W2785776513 type Work @default.
- W2785776513 sameAs 2785776513 @default.
- W2785776513 citedByCount "2" @default.
- W2785776513 countsByYear W27857765132020 @default.
- W2785776513 countsByYear W27857765132022 @default.
- W2785776513 crossrefType "posted-content" @default.
- W2785776513 hasAuthorship W2785776513A5010309406 @default.
- W2785776513 hasAuthorship W2785776513A5023182736 @default.
- W2785776513 hasAuthorship W2785776513A5041232755 @default.
- W2785776513 hasAuthorship W2785776513A5083822059 @default.
- W2785776513 hasConcept C111919701 @default.
- W2785776513 hasConcept C11413529 @default.
- W2785776513 hasConcept C119857082 @default.
- W2785776513 hasConcept C120314980 @default.
- W2785776513 hasConcept C136764020 @default.
- W2785776513 hasConcept C139089976 @default.
- W2785776513 hasConcept C142724271 @default.
- W2785776513 hasConcept C154945302 @default.
- W2785776513 hasConcept C18396474 @default.
- W2785776513 hasConcept C204787440 @default.
- W2785776513 hasConcept C2776291640 @default.
- W2785776513 hasConcept C2776831232 @default.
- W2785776513 hasConcept C2779965156 @default.
- W2785776513 hasConcept C38652104 @default.
- W2785776513 hasConcept C41008148 @default.
- W2785776513 hasConcept C43521106 @default.
- W2785776513 hasConcept C45374587 @default.
- W2785776513 hasConcept C62230096 @default.
- W2785776513 hasConcept C71924100 @default.
- W2785776513 hasConcept C79974875 @default.
- W2785776513 hasConceptScore W2785776513C111919701 @default.
- W2785776513 hasConceptScore W2785776513C11413529 @default.
- W2785776513 hasConceptScore W2785776513C119857082 @default.
- W2785776513 hasConceptScore W2785776513C120314980 @default.
- W2785776513 hasConceptScore W2785776513C136764020 @default.
- W2785776513 hasConceptScore W2785776513C139089976 @default.
- W2785776513 hasConceptScore W2785776513C142724271 @default.
- W2785776513 hasConceptScore W2785776513C154945302 @default.
- W2785776513 hasConceptScore W2785776513C18396474 @default.
- W2785776513 hasConceptScore W2785776513C204787440 @default.
- W2785776513 hasConceptScore W2785776513C2776291640 @default.
- W2785776513 hasConceptScore W2785776513C2776831232 @default.
- W2785776513 hasConceptScore W2785776513C2779965156 @default.
- W2785776513 hasConceptScore W2785776513C38652104 @default.
- W2785776513 hasConceptScore W2785776513C41008148 @default.
- W2785776513 hasConceptScore W2785776513C43521106 @default.
- W2785776513 hasConceptScore W2785776513C45374587 @default.
- W2785776513 hasConceptScore W2785776513C62230096 @default.
- W2785776513 hasConceptScore W2785776513C71924100 @default.
- W2785776513 hasConceptScore W2785776513C79974875 @default.
- W2785776513 hasLocation W27857765131 @default.
- W2785776513 hasOpenAccess W2785776513 @default.
- W2785776513 hasPrimaryLocation W27857765131 @default.
- W2785776513 hasRelatedWork W1759768274 @default.
- W2785776513 hasRelatedWork W1918373107 @default.
- W2785776513 hasRelatedWork W1940450999 @default.
- W2785776513 hasRelatedWork W1987665350 @default.
- W2785776513 hasRelatedWork W2043579703 @default.
- W2785776513 hasRelatedWork W2130440482 @default.
- W2785776513 hasRelatedWork W2188504070 @default.
- W2785776513 hasRelatedWork W2406561448 @default.
- W2785776513 hasRelatedWork W2745941088 @default.
- W2785776513 hasRelatedWork W2766233171 @default.
- W2785776513 hasRelatedWork W2890752975 @default.
- W2785776513 hasRelatedWork W2911573019 @default.
- W2785776513 hasRelatedWork W2913071146 @default.
- W2785776513 hasRelatedWork W2967177352 @default.
- W2785776513 hasRelatedWork W2976955018 @default.
- W2785776513 hasRelatedWork W2980153613 @default.
- W2785776513 hasRelatedWork W3047217300 @default.
- W2785776513 hasRelatedWork W3202139428 @default.
- W2785776513 hasRelatedWork W81591731 @default.
- W2785776513 hasRelatedWork W2992654333 @default.
- W2785776513 isParatext "false" @default.
- W2785776513 isRetracted "false" @default.
- W2785776513 magId "2785776513" @default.
- W2785776513 workType "article" @default.