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07/01/2023
Saibot: A Differentially Private Data Search Platform
Recent data search platforms use ML task-based utility measures rather t...
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06/05/2023
Addressing Budget Allocation and Revenue Allocation in Data Market Environments Using an Adaptive Sampling Algorithm
High-quality machine learning models are dependent on access to high-qua...
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05/17/2023
Kitana: Efficient Data Augmentation Search for AutoML
AutoML services provide a way for non-expert users to benefit from high-...
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05/05/2023
Data Station: Delegated, Trustworthy, and Auditable Computation to Enable Data-Sharing Consortia with a Data Escrow
Pooling and sharing data increases and distributes its value. But since ...
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04/18/2023
METAM: Goal-Oriented Data Discovery
Data is a central component of machine learning and causal inference tas...
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01/09/2023
Data Discovery using Natural Language Questions via a Self-Supervised Approach
Data discovery systems help users identify relevant data among large tab...
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06/03/2021
Niffler: A Reference Architecture and System Implementation for View Discovery over Pathless Table Collections by Example
Identifying a project-join view (PJ-view) over collections of tables is ...
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03/12/2021
Comprehensive and Comprehensible Data Catalogs: The What, Who, Where, When, Why, and How of Metadata Management
Scalable data science requires access to metadata, which is increasingly...
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08/31/2020
The Data Station: Combining Data, Compute, and Market Forces
This paper introduces Data Stations, a new data architecture that we are...
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03/21/2020
ARDA: Automatic Relational Data Augmentation for Machine Learning
Automatic machine learning () is a family of techniques to automate the ...
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02/03/2020
Data Market Platforms: Trading Data Assets to Solve Data Problems [Vision Paper]
Data only generates value for a few organizations with expertise and res...
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11/26/2019
Dataset-On-Demand: Automatic View Search and Presentation for Data Discovery
Many data problems are solved when the right view of a combination of da...
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11/26/2019
Starling: A Scalable Query Engine on Cloud Function Services
Much like on-premises systems, the natural choice for running database a...
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03/12/2019
Termite: A System for Tunneling Through Heterogeneous Data
Data-driven analysis is important in virtually every modern organization...
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06/10/2018
Smallify: Learning Network Size while Training
As neural networks become widely deployed in different applications and ...
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10/31/2017