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: 13051
Venue: VLDB
Year: 2023
Pagerank: 4.1905499e-05
Overall Rank: 11,236 | 21.91%
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
9,439	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	4.3389137e-05
11,114	Rock: Cleaning Data with both ML and Logic Rules	2024	VLDB	4.1905499e-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
7	Extending the Data Base Relational Model to Capture More Meaning	1979	SIGMOD	0.0015464728
49	Consistent Query Answers in Inconsistent Databases	1999	PODS	0.00067607389
219	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033354456
556	Discovering Denial Constraints	2013	VLDB	0.00020214701
1,245	Truth Discovery and Copying Detection in a Dynamic World	2009	VLDB	0.00013080304
2,258	Efficient Denial Constraint Discovery with Hydra	2018	VLDB	9.1804145e-05
2,405	Linking Temporal Records	2011	VLDB	8.8729897e-05
2,484	Discovery of Approximate (and Exact) Denial Constraints	2020	VLDB	8.6737275e-05
3,448	Approximate Denial Constraints	2020	VLDB	7.081095e-05
4,421	The Interaction between Functional Dependencies and Template Dependencies	1980	SIGMOD	6.1939227e-05
5,095	Global Detection of Complex Copying Relationships Between Sources	2010	VLDB	5.6967761e-05
5,565	Determining the Currency of Data	2011	PODS	5.4298528e-05
6,691	Parallel Discrepancy Detection and Incremental Detection	2021	VLDB	4.9573939e-05
7,342	Linking Temporal Records for Profiling Entities	2015	SIGMOD	4.751696e-05
8,135	Towards Event Prediction in Temporal Graphs	2022	VLDB	4.5740737e-05

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10,746	Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods	2025	VLDB	4.1905499e-05
6,757	Modeling Entity Evolution for Temporal Record Matching	2014	SIGMOD	4.9337649e-05
7,705	Tracking Entities in the Dynamic World: A Fast Algorithm for Matching Temporal Records	2014	VLDB	4.6678785e-05
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