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Data Valuation

Papers archive 2025-07-28

archive papers tagged: 119 · with a code link: 53 · where Syntology ran a sample: 21 (17 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (21 of 119 tagged: 17 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 119 of 119, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Towards More Efficient Data Valuation in Healthcare Federated Learning using Ensembling
  12 Sep 2022 0 repositories listed
• To Store or Not? Online Data Selection for Federated Learning with Limited Storage
  1 Sep 2022 0 repositories listed
• Fundamentals of Task-Agnostic Data Valuation
  25 Aug 2022 0 repositories listed
• LIA: Privacy-Preserving Data Quality Evaluation in Federated Learning Using a Lazy Influence Approximation
  23 May 2022 0 repositories listed
• Data Valuation for Offline Reinforcement Learning
  19 May 2022 0 repositories listed
• CheckSel: Efficient and Accurate Data-valuation Through Online Checkpoint Selection
  14 Mar 2022 0 repositories listed
• Data Valuation for Vertical Federated Learning: A Model-free and Privacy-preserving Method
  15 Dec 2021 0 repositories listed
• Augment & Valuate : A Data Enhancement Pipeline for Data-Centric AI
  7 Dec 2021 0 repositories listed
• SHAPr: An Efficient and Versatile Membership Privacy Risk Metric for Machine Learning
  4 Dec 2021 0 repositories listed
• Validation Free and Replication Robust Volume-based Data Valuation
  1 Dec 2021 0 repositories listed
• Towards Understanding Data Values: Empirical Results on Synthetic Data
  29 Sep 2021 0 repositories listed
• Improving Fairness for Data Valuation in Horizontal Federated Learning
  19 Sep 2021 0 repositories listed
• A Unified Framework for Task-Driven Data Quality Management
  10 Jun 2021 0 repositories listed
• Energy-Based Learning for Cooperative Games, with Applications to Valuation Problems in Machine Learning
  5 Jun 2021 0 repositories listed
• FedCCEA : A Practical Approach of Client Contribution Evaluation for Federated Learning
  4 Jun 2021 0 repositories listed
• Data Valuation for Medical Imaging Using Shapley Value: Application on A Large-scale Chest X-ray Dataset
  15 Oct 2020 0 repositories listed
• A Principled Approach to Data Valuation for Federated Learning
  14 Sep 2020 0 repositories listed
• A Distributional Framework for Data Valuation
  27 Feb 2020 0 repositories listed
• An Empirical and Comparative Analysis of Data Valuation with Scalable Algorithms
  25 Sep 2019 0 repositories listed