FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4384009684> ?p ?o ?g. }

• W4384009684 abstract "Due to the cost of developing and training deep learning models from scratch, machine learning engineers have begun to reuse pre-trained models (PTMs) and fine-tune them for downstream tasks. PTM registries known as “model hubs” support engineers in distributing and reusing deep learning models. PTM packages include pre-trained weights, documentation, model architectures, datasets, and metadata. Mining the information in PTM packages will enable the discovery of engineering phenomena and tools to support software engineers. However, accessing this information is difficult — there are many PTM registries, and both the registries and the individual packages may have rate limiting for accessing the data.We present an open-source dataset, PTMTorrent, to facilitate the evaluation and understanding of PTM packages. This paper describes the creation, structure, usage, and limitations of the dataset. The dataset includes a snapshot of 5 model hubs and a total of 15,913 PTM packages. These packages are represented in a uniform data schema for cross-hub mining. We describe prior uses of this data and suggest research opportunities for mining using our dataset.The PTMTorrent dataset (v1) is available at: https://app.globus.org/file-manager?origin_id=55e17a6e-9d8f-11ed-a2a2-8383522b48d9&origin_path=%2F%7E%2F.Our dataset generation tools are available on GitHub: https://doi.org/10.5281/zenodo.7570357" @default.
• W4384009684 created "2023-07-13" @default.
• W4384009684 creator A5017386553 @default.
• W4384009684 creator A5026463384 @default.
• W4384009684 creator A5033696493 @default.
• W4384009684 creator A5045777953 @default.
• W4384009684 creator A5058699162 @default.
• W4384009684 creator A5061042612 @default.
• W4384009684 creator A5074177185 @default.
• W4384009684 creator A5080933804 @default.
• W4384009684 date "2023-05-01" @default.
• W4384009684 modified "2023-10-02" @default.
• W4384009684 title "PTMTorrent: A Dataset for Mining Open-source Pre-trained Model Packages" @default.
• W4384009684 cites W1953696264 @default.
• W4384009684 cites W2017409209 @default.
• W4384009684 cites W2139092060 @default.
• W4384009684 cites W2148996482 @default.
• W4384009684 cites W2151664739 @default.
• W4384009684 cites W2156448859 @default.
• W4384009684 cites W2165698076 @default.
• W4384009684 cites W2646484260 @default.
• W4384009684 cites W2703757306 @default.
• W4384009684 cites W2733244695 @default.
• W4384009684 cites W2789570312 @default.
• W4384009684 cites W2922234936 @default.
• W4384009684 cites W2979826702 @default.
• W4384009684 cites W3089854626 @default.
• W4384009684 cites W3122184684 @default.
• W4384009684 cites W3133667557 @default.
• W4384009684 cites W3140103367 @default.
• W4384009684 cites W3162867182 @default.
• W4384009684 cites W3177739655 @default.
• W4384009684 cites W3205483668 @default.
• W4384009684 cites W4308562533 @default.
• W4384009684 cites W4308731250 @default.
• W4384009684 cites W4313563559 @default.
• W4384009684 doi "https://doi.org/10.1109/msr59073.2023.00021" @default.
• W4384009684 hasPublicationYear "2023" @default.
• W4384009684 type Work @default.
• W4384009684 citedByCount "2" @default.
• W4384009684 countsByYear W43840096842023 @default.
• W4384009684 crossrefType "proceedings-article" @default.
• W4384009684 hasAuthorship W4384009684A5017386553 @default.
• W4384009684 hasAuthorship W4384009684A5026463384 @default.
• W4384009684 hasAuthorship W4384009684A5033696493 @default.
• W4384009684 hasAuthorship W4384009684A5045777953 @default.
• W4384009684 hasAuthorship W4384009684A5058699162 @default.
• W4384009684 hasAuthorship W4384009684A5061042612 @default.
• W4384009684 hasAuthorship W4384009684A5074177185 @default.
• W4384009684 hasAuthorship W4384009684A5080933804 @default.
• W4384009684 hasBestOaLocation W43840096842 @default.
• W4384009684 hasConcept C111919701 @default.
• W4384009684 hasConcept C115903868 @default.
• W4384009684 hasConcept C119857082 @default.
• W4384009684 hasConcept C124101348 @default.
• W4384009684 hasConcept C127413603 @default.
• W4384009684 hasConcept C136764020 @default.
• W4384009684 hasConcept C188198153 @default.
• W4384009684 hasConcept C18903297 @default.
• W4384009684 hasConcept C206588197 @default.
• W4384009684 hasConcept C2522767166 @default.
• W4384009684 hasConcept C2777904410 @default.
• W4384009684 hasConcept C3018397939 @default.
• W4384009684 hasConcept C41008148 @default.
• W4384009684 hasConcept C52146309 @default.
• W4384009684 hasConcept C56666940 @default.
• W4384009684 hasConcept C67186912 @default.
• W4384009684 hasConcept C78519656 @default.
• W4384009684 hasConcept C86803240 @default.
• W4384009684 hasConcept C93518851 @default.
• W4384009684 hasConceptScore W4384009684C111919701 @default.
• W4384009684 hasConceptScore W4384009684C115903868 @default.
• W4384009684 hasConceptScore W4384009684C119857082 @default.
• W4384009684 hasConceptScore W4384009684C124101348 @default.
• W4384009684 hasConceptScore W4384009684C127413603 @default.
• W4384009684 hasConceptScore W4384009684C136764020 @default.
• W4384009684 hasConceptScore W4384009684C188198153 @default.
• W4384009684 hasConceptScore W4384009684C18903297 @default.
• W4384009684 hasConceptScore W4384009684C206588197 @default.
• W4384009684 hasConceptScore W4384009684C2522767166 @default.
• W4384009684 hasConceptScore W4384009684C2777904410 @default.
• W4384009684 hasConceptScore W4384009684C3018397939 @default.
• W4384009684 hasConceptScore W4384009684C41008148 @default.
• W4384009684 hasConceptScore W4384009684C52146309 @default.
• W4384009684 hasConceptScore W4384009684C56666940 @default.
• W4384009684 hasConceptScore W4384009684C67186912 @default.
• W4384009684 hasConceptScore W4384009684C78519656 @default.
• W4384009684 hasConceptScore W4384009684C86803240 @default.
• W4384009684 hasConceptScore W4384009684C93518851 @default.
• W4384009684 hasFunder F4320309327 @default.
• W4384009684 hasLocation W43840096841 @default.
• W4384009684 hasLocation W43840096842 @default.
• W4384009684 hasLocation W43840096843 @default.
• W4384009684 hasOpenAccess W4384009684 @default.
• W4384009684 hasPrimaryLocation W43840096841 @default.
• W4384009684 hasRelatedWork W119440456 @default.
• W4384009684 hasRelatedWork W190270261 @default.
• W4384009684 hasRelatedWork W1908831522 @default.
• W4384009684 hasRelatedWork W1985865058 @default.
• W4384009684 hasRelatedWork W1992807924 @default.

• next