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: 520
Venue: CIDR
Year: 2024
Pagerank: 4.4010762e-05
Overall Rank: 9,077 | 36.86%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,396	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1455126e-05
3,662	The Dawn of Natural Language to SQL: Are We Fully Ready?	2024	VLDB	6.8672143e-05
3,970	HAIChart: Human and AI Paired Visualization System	2024	VLDB	6.5784767e-05
9,479	Data Imputation with Limited Data Redundancy Using Data Lakes	2025	VLDB	4.3341665e-05
10,837	Natural Language to SQL: State of the Art and Open Problems	2025	VLDB	4.1945683e-05
11,006	FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data	2024	VLDB	4.1945683e-05

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
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035728858
221	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033121824
513	TURL: Table Understanding through Representation Learning	2021	VLDB	0.00021288342
754	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017117211
1,337	HoloDetect: Few-Shot Learning for Error Detection	2019	SIGMOD	0.00012497164
1,541	Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes	2023	CIDR	0.00011456579
1,612	Detecting Data Errors: Where are we and what needs to be done?	2016	VLDB	0.00011142794
2,946	BigDansing: A System for Big Data Cleansing	2015	SIGMOD	7.8372441e-05
2,968	Raha: A Configuration-Free Error Detection System	2019	SIGMOD	7.7985097e-05
3,192	Towards Dependable Data Repairing with Fixing Rules	2014	SIGMOD	7.4095761e-05
3,495	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.0400666e-05
3,640	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	6.8891671e-05
3,976	UGuide – User-Guided Discovery of FD-Detectable Errors	2017	SIGMOD	6.5736462e-05
4,102	GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data	2023	SIGMOD	6.4522929e-05
4,212	Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration	2023	SIGMOD	6.3555142e-05
6,350	NADEEF: A Generalized Data Cleaning System	2013	VLDB	5.101815e-05
6,569	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0065379e-05
7,575	Human-in-the-loop Outlier Detection	2020	SIGMOD	4.7068909e-05
7,820	Subjective Databases	2019	VLDB	4.6431208e-05
11,347	OpenTFV: An Open Domain Table-Based Fact Verification System	2022	SIGMOD	4.1945683e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
7,029	Computational Fact Checking: A Content Management Perspective	2018	VLDB	4.8563777e-05
3,340	Toward Computational Fact-Checking	2014	VLDB	7.2030091e-05
4,972	Verifying Text Summaries of Relational Data Sets	2019	SIGMOD	5.7931494e-05
8,676	VeriBench: Analyzing the Performance of Database Systems with Verifiability	2023	VLDB	4.4707331e-05
11,347	OpenTFV: An Open Domain Table-Based Fact Verification System	2022	SIGMOD	4.1945683e-05
1,482	Automating Large-Scale Data Quality Verification	2018	VLDB	0.00011725533
9,729	Semantic Integrity Constraints: Declarative Guardrails for AI-Augmented Data Processing Systems	2025	VLDB	4.2942813e-05
4,872	Explainable AI: Foundations, Applications, Opportunities for Data Management Research	2022	SIGMOD	5.8609352e-05
5,658	Databases Unbound: Querying All of the World's Bytes with AI	2024	VLDB	5.385675e-05
13,146	Turning Databases Into Generative AI Machines	2024	CIDR	-