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VerifAI: Verified Generative AI

Summary: Proposes VerifAI: verify generative-model outputs by auditing the underlying multimodal data lake (text, tables, knowledge graphs) for provenance, quality, and consistency. Outlines data-management primitives (validation, lineage, constraints) to make outputs auditable and correctable. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h1b1fd0edc77d5893
Venue
CIDR
Year
2024
Pagerank
5.1769528e-05
Overall Rank
9,345 | 37.36%
DOI
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PDF
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Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{tang_cidr24,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '24},
        title = {{VerifAI: Verified Generative AI}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Tang, Nan and Yang, Chenyu and Fan, Ju and Cao, Lei and Luo, Yuyu and Halevy, Alon},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
100 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033951027
132 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030213215
366 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019902067
459 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017863654
853 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013437314
1,306 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011076619
1,358 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00010902306
1,731 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.7585913e-05
2,429 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.4657925e-05
2,520 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 8.3343971e-05
2,958 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.7991971e-05
3,166 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 7.5597853e-05
3,432 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 7.288198e-05
3,556 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.187165e-05
3,757 GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data 2023 SIGMOD 7.0254733e-05
5,830 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.9627079e-05
6,156 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.8539963e-05
7,064 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.5930864e-05
7,788 Subjective Databases 2019 VLDB 5.4356299e-05
11,904 OpenTFV: An Open Domain Table-Based Fact Verification System 2022 SIGMOD 4.9605343e-05
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