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Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities

Summary: Chameleon uses foundation models for fairness-aware, multimodal data augmentation, generating few tuples to improve minority coverage. Quality/outlier checks and guidance strategies preserve semantic integrity while reducing downstream model unfairness. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
13745
Venue
VLDB
Year
2024
Pagerank
5.2755515e-05
Overall Rank
9,388 | 35.60%
DOI
10.14778/3681954.3682014

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{erfanian_vldb24,
        title = {{Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities}},
        author = {Erfanian, Mahdi and Jagadish, H. V. and Asudeh, Abolfazl},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {11},
        pages = {3470--3483},
        doi = {10.14778/3681954.3682014},
        url = {https://doi.org/10.14778/3681954.3682014},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
10,238 Fair-Count-Min: Frequency Estimation under Equal Group-wise Approximation Factor 2026 SIGMOD 5.093636e-05
10,305 Weighted Set Multi-Cover on Bounded Universe and Applications in Package Recommendation 2026 SIGMOD 5.093636e-05
10,511 On Fair Epsilon Net and Geometric Hitting Set 2026 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
713 Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes 2024 VLDB 0.00014672521
863 Interventional Fairness : Causal Database Repair for Algorithmic Fairness 2019 SIGMOD 0.00013531835
4,261 Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration 2020 VLDB 6.7982037e-05
4,827 PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy 2023 SIGMOD 6.4895329e-05
5,354 Can Large Language Models Predict Data Correlations from Column Names? 2023 VLDB 6.2515841e-05
5,420 ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection 2024 VLDB 6.2246363e-05
5,489 Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching 2023 VLDB 6.200289e-05
5,510 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 6.1919207e-05
5,631 Tailoring Data Source Distributions for Fairness-aware Data Integration 2021 VLDB 6.1427477e-05
6,378 Demonstrating GPT-DB: Generating Query-Specific and Customizable Code for SQL Processing with GPT-4 2023 VLDB 5.8929835e-05
7,367 Identifying Insufficient Data Coverage for Ordinal Continuous-Valued Attributes 2021 SIGMOD 5.6319194e-05
7,721 Identifying Insufficient Data Coverage in Databases with Multiple Relations 2020 VLDB 5.5587371e-05
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