Learning and Deducing Temporal Orders

Summary: Infers temporal orders of same-entity attribute values without full timestamps via GATE: a creator–critic loop that couples a deep-ranking model with rule-based currency deduction. The critic validates/deduces extra ordered pairs and feeds augmented labels back until convergence, boosting F‑measure (>80%) and outperforming pure deep learning and rule baselines. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13050
Venue: VLDB
Year: 2023
Pagerank: 4.1945683e-05
Overall Rank: 11,234 | 21.85%
DOI: 10.14778/3594512.3594524

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

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Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
9,434	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	4.3430376e-05
11,111	Rock: Cleaning Data with both ML and Logic Rules	2024	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
8	Extending the Data Base Relational Model to Capture More Meaning	1979	SIGMOD	0.0015385917
49	Consistent Query Answers in Inconsistent Databases	1999	PODS	0.00067660624
221	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033121824
555	Discovering Denial Constraints	2013	VLDB	0.00020254908
1,246	Truth Discovery and Copying Detection in a Dynamic World	2009	VLDB	0.0001307161
2,253	Efficient Denial Constraint Discovery with Hydra	2018	VLDB	9.1937209e-05
2,405	Linking Temporal Records	2011	VLDB	8.8815018e-05
2,483	Discovery of Approximate (and Exact) Denial Constraints	2020	VLDB	8.6864916e-05
3,440	Approximate Denial Constraints	2020	VLDB	7.0918817e-05
4,448	The Interaction between Functional Dependencies and Template Dependencies	1980	SIGMOD	6.1785017e-05
5,094	Global Detection of Complex Copying Relationships Between Sources	2010	VLDB	5.7023083e-05
5,557	Determining the Currency of Data	2011	PODS	5.435361e-05
6,690	Parallel Discrepancy Detection and Incremental Detection	2021	VLDB	4.9621556e-05
7,345	Linking Temporal Records for Profiling Entities	2015	SIGMOD	4.756212e-05
8,133	Towards Event Prediction in Temporal Graphs	2022	VLDB	4.5784634e-05

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10,739	Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods	2025	VLDB	4.1945683e-05
6,754	Modeling Entity Evolution for Temporal Record Matching	2014	SIGMOD	4.9384574e-05
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