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: 4.396857e-05
Overall Rank: 9,073 | 36.95%
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
3,397	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1386386e-05
3,666	The Dawn of Natural Language to SQL: Are We Fully Ready?	2024	VLDB	6.8606092e-05
3,973	HAIChart: Human and AI Paired Visualization System	2024	VLDB	6.5721521e-05
9,481	Data Imputation with Limited Data Redundancy Using Data Lakes	2025	VLDB	4.3300131e-05
10,841	Natural Language to SQL: State of the Art and Open Problems	2025	VLDB	4.1905499e-05
11,009	FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data	2024	VLDB	4.1905499e-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	0.00035692958
219	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033354456
514	TURL: Table Understanding through Representation Learning	2021	VLDB	0.00021280726
740	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017358024
1,340	HoloDetect: Few-Shot Learning for Error Detection	2019	SIGMOD	0.00012492795
1,403	Detecting Data Errors: Where are we and what needs to be done?	2016	VLDB	0.00012180046
1,505	Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes	2023	CIDR	0.00011601232
2,968	Raha: A Configuration-Free Error Detection System	2019	SIGMOD	7.7964476e-05
3,000	BigDansing: A System for Big Data Cleansing	2015	SIGMOD	7.7447724e-05
3,198	Towards Dependable Data Repairing with Fixing Rules	2014	SIGMOD	7.4029546e-05
3,469	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	7.0629476e-05
3,502	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.0333e-05
3,977	UGuide – User-Guided Discovery of FD-Detectable Errors	2017	SIGMOD	6.5670094e-05
4,103	GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data	2023	SIGMOD	6.4460899e-05
4,211	Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration	2023	SIGMOD	6.3495931e-05
6,348	NADEEF: A Generalized Data Cleaning System	2013	VLDB	5.0969173e-05
6,570	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0017341e-05
7,580	Human-in-the-loop Outlier Detection	2020	SIGMOD	4.7023767e-05
7,793	Subjective Databases	2019	VLDB	4.6449823e-05
11,349	OpenTFV: An Open Domain Table-Based Fact Verification System	2022	SIGMOD	4.1905499e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
7,031	Computational Fact Checking: A Content Management Perspective	2018	VLDB	4.8517185e-05
3,343	Toward Computational Fact-Checking	2014	VLDB	7.196079e-05
4,974	Verifying Text Summaries of Relational Data Sets	2019	SIGMOD	5.7877104e-05
8,672	VeriBench: Analyzing the Performance of Database Systems with Verifiability	2023	VLDB	4.4664475e-05
11,349	OpenTFV: An Open Domain Table-Based Fact Verification System	2022	SIGMOD	4.1905499e-05
1,481	Automating Large-Scale Data Quality Verification	2018	VLDB	0.00011715754
9,728	Semantic Integrity Constraints: Declarative Guardrails for AI-Augmented Data Processing Systems	2025	VLDB	4.2901665e-05
4,875	Explainable AI: Foundations, Applications, Opportunities for Data Management Research	2022	SIGMOD	5.8552996e-05
5,669	Databases Unbound: Querying All of the World's Bytes with AI	2024	VLDB	5.3805024e-05
13,160	Turning Databases Into Generative AI Machines	2024	CIDR	-