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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
5.1941278e-05
Overall Rank
9,320 | 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
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
134 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030042569
377 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019564011
457 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017899824
884 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013263269
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010951939
1,387 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00010829741
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.5938877e-05
2,424 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.483813e-05
2,514 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 8.3610263e-05
2,967 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8016942e-05
3,421 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 7.3120636e-05
3,473 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 7.2697311e-05
3,554 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.2063742e-05
3,942 GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data 2023 SIGMOD 6.9105312e-05
5,815 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.9824897e-05
6,154 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.8665355e-05
7,043 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.611642e-05
7,790 Subjective Databases 2019 VLDB 5.4507599e-05
11,860 OpenTFV: An Open Domain Table-Based Fact Verification System 2022 SIGMOD 4.9769913e-05
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