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The World Wide Web and the Semantic Web are designed as a network of distributed services and datasets. In this network and its genesis, collaboration played and still plays a crucial role. But currently we only have central collaboration…

Databases · Computer Science 2019-03-01 Natanael Arndt , Michael Martin

Reproducibility remains a central challenge in machine learning (ML), especially in collaborative eScience projects where teams iterate over data, features, and models. Current ML workflows are often dynamic yet fragmented, relying on…

Machine Learning · Computer Science 2025-06-23 Zhiwei Li , Carl Kesselman , Tran Huy Nguyen , Benjamin Yixing Xu , Kyle Bolo , Kimberley Yu

The Resource Description Framework (RDF) is a semantic network data model that is used to create machine-understandable descriptions of the world and is the basis of the Semantic Web. This article discusses the application of RDF to the…

Programming Languages · Computer Science 2011-05-26 Marko A. Rodriguez

The interdisciplinary nature of the Semantic Web and the many projects put forward by the community led to a large number of widely accepted serialization formats for RDF. Most of these RDF syntaxes have been developed out of a necessity to…

Digital Libraries · Computer Science 2013-12-18 Alex Stolz , Bene Rodriguez-Castro , Martin Hepp

In recent years, we have seen a tenfold increase in volume and complexity of digital data acquired for cultural heritage documentation. Meanwhile, open data and open science have become leading trends in digital humanities. The convergence…

Human-Computer Interaction · Computer Science 2019-05-23 Damien Vurpillot , Perrine Pittet , Johann Forte , Benoist Pierre

Fashion design is a challenging and complex process.Recent works on fashion generation and editing are all agnostic of the actual fashion design process, which limits their usage in practice.In this paper, we propose a novel hierarchical…

Computer Vision and Pattern Recognition · Computer Science 2024-12-13 Zhifeng Xie , Hao Li , Huiming Ding , Mengtian Li , Xinhan Di , Ying Cao

In film production, metadata plays an important role in original raw video indexing and classification within the industrial post-production software. Inspired by deep visual-semantic methods, we propose an automated image information…

Multimedia · Computer Science 2023-12-04 Feilin Han , Zhaoxu Meng

Reproducible computational research (RCR) is the keystone of the scientific method for in silico analyses, packaging the transformation of raw data to published results. In addition to its role in research integrity, RCR has the capacity to…

Digital Libraries · Computer Science 2021-04-20 Jeremy Leipzig , Daniel Nüst , Charles Tapley Hoyt , Stian Soiland-Reyes , Karthik Ram , Jane Greenberg

We introduce RLDS (Reinforcement Learning Datasets), an ecosystem for recording, replaying, manipulating, annotating and sharing data in the context of Sequential Decision Making (SDM) including Reinforcement Learning (RL), Learning from…

Real-world databases are predominantly relational, comprising multiple interlinked tables that contain complex structural and statistical dependencies. Learning generative models on relational data has shown great promise in generating…

Machine Learning · Computer Science 2025-06-03 Valter Hudovernik , Minkai Xu , Juntong Shi , Lovro Šubelj , Stefano Ermon , Erik Štrumbelj , Jure Leskovec

Recent work on database application development platforms has sought to include a declarative formulation of a conceptual data model in the application code, using annotations or attributes. Some recent work has used metadata to include the…

Databases · Computer Science 2023-08-15 Malcolm Crowe , Fritz Laux

The World Wide Web and the Semantic Web are designed as a network of distributed services and datasets. The distributed character of the Web brings manifold collaborative possibilities to interchange data. The commonly adopted collaborative…

Databases · Computer Science 2018-10-17 Natanael Arndt , Patrick Naumann , Norman Radtke , Michael Martin , Edgard Marx

Both the notion of Property Graphs (PG) and the Resource Description Framework (RDF) are commonly used models for representing graph-shaped data. While there exist some system-specific solutions to convert data from one model to the other,…

Databases · Computer Science 2014-11-14 Olaf Hartig

Large-scale digitization in Galleries, Libraries, Archives and Museums (GLAM) created the conditions for providing access to collections as data. It opened new opportunities to explore, use and reuse digital collections. Strong proponents…

Large Language Models (LLMs) have emerged as powerful tools for automating and executing complex data tasks. However, their integration into more complex data workflows introduces significant management challenges. In response, we present…

Databases · Computer Science 2025-06-24 Jinjin Zhao , Sanjay Krishnan

We present a new multimodal dataset called Visual Recipe Flow, which enables us to learn each cooking action result in a recipe text. The dataset consists of object state changes and the workflow of the recipe text. The state change is…

Computation and Language · Computer Science 2022-09-14 Keisuke Shirai , Atsushi Hashimoto , Taichi Nishimura , Hirotaka Kameko , Shuhei Kurita , Yoshitaka Ushiku , Shinsuke Mori

Research data management (RDM) is a key data literacy skill that chemistry students must acquire. Concepts such as the FAIR data principles (Findable, Accessible, Interoperable, Reusable) should be taught and applied in undergraduate…

Research methods and procedures are core aspects of the research process. Metadata focused on these components is critical to supporting the FAIR principles, particularly reproducibility. The research reported on in this paper presents a…

Linking Data initiatives have fostered the publication of large number of RDF datasets in the Linked Open Data (LOD) cloud, as well as the development of query processing infrastructures to access these data in a federated fashion. However,…

Databases · Computer Science 2016-03-29 Sidra Faisal , Kemele M. Endris , Saeedeh Shekarpour , Sören Auer

Cultural heritage documentation induces the use of computerized techniques to manage and preserve the information produced. Geographical information systems have proved their potentialities in this scope, but they are not always adapted for…

Digital Libraries · Computer Science 2007-05-23 Anne Durand , Pierre Drap , Elise Meyer , Pierre Grussenmeyer , Jean-Pierre Perrin
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