Exploratory Training: When Annotators Learn About Data

Summary: Game-theoretic collaborative active learning where annotator beliefs evolve with data as users revise strategies. Theory and algorithms for joint user-system convergence to a shared target model, reducing interactions, validated on real-world studies. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6639
Venue: SIGMOD
Year: 2023
Pagerank: 4.4853244e-05
Overall Rank: 8,588 | 40.32%
DOI: 10.1145/3589280

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,892	Generation of Training Examples for Tabular Natural Language Inference	2023	SIGMOD	4.4233018e-05
10,406	User-Centric Property Graph Repairs	2025	SIGMOD	4.1905499e-05
10,849	Versatile Property Graph Transformations	2025	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
224	CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies	2004	SIGMOD	0.00032743209
560	Dependencies Revisited for Improving Data Quality	2008	PODS	0.0002012328
788	ActiveClean: Interactive Data Cleaning For Statistical Modeling	2016	VLDB	0.00016618698
830	Guided Data Repair	2011	VLDB	0.00016125759
1,025	Query Steering for Interactive Data Exploration	2013	CIDR	0.00014600179
1,218	Snuba: Automating Weak Supervision to Label Training Data	2019	VLDB	0.00013221309
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
2,484	Discovery of Approximate (and Exact) Denial Constraints	2020	VLDB	8.6737275e-05
2,576	Discovery of Genuine Functional Dependencies from Relational Data with Missing Values	2018	VLDB	8.509121e-05
2,642	Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms	2016	VLDB	8.3925184e-05
2,968	Raha: A Configuration-Free Error Detection System	2019	SIGMOD	7.7964476e-05
3,076	Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration	2014	SIGMOD	7.6063803e-05
3,448	Approximate Denial Constraints	2020	VLDB	7.081095e-05
3,977	UGuide – User-Guided Discovery of FD-Detectable Errors	2017	SIGMOD	6.5670094e-05
4,680	Scalable Discovery of Unique Column Combinations	2014	VLDB	5.9964535e-05
4,911	Temporal Rules Discovery for Web Data Cleaning	2016	VLDB	5.8349225e-05
9,470	HILDA'22: The SIGMOD 2022 Workshop on Human-in-the-Loop Data Analytics	2022	SIGMOD	4.3304704e-05
9,695	The Data Interaction Game	2018	SIGMOD	4.298211e-05

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Overall Rank	Paper	Year	Venue	Pagerank
11,043	Robust Best Point Selection under Unreliable User Feedback	2024	VLDB	4.1905499e-05
6,565	Toward Interpretable and Actionable Data Analysis with Explanations and Causality	2022	VLDB	5.0033542e-05
5,386	Selective Data Acquisition in the Wild for Model Charging	2022	VLDB	5.5346315e-05
4,540	Automating Exploratory Data Analysis via Machine Learning: An Overview	2020	SIGMOD	6.0978937e-05
6,873	Cost-Effective Data Annotation using Game-Based Crowdsourcing	2019	VLDB	4.8963037e-05
9,222	Intelligent Agents for Data Exploration	2024	VLDB	4.366098e-05
3,754	Data Acquisition for Improving Machine Learning Models	2021	VLDB	6.7830341e-05
5,481	Guided Exploration of User Groups	2020	VLDB	5.483544e-05
4,755	Optimization for Active Learning-based Interactive Database Exploration	2019	VLDB	5.9375171e-05
9,695	The Data Interaction Game	2018	SIGMOD	4.298211e-05