Enriching Recommendation Models with Logic Conditions

Summary: RecLogic augments ML-based recommenders with graph-based TIE rules that embed ML predicates to reduce misclassifications without retraining. It learns TIEs iteratively, enabling a PTIME parallel recommendation algorithm with 22.89% gains (up to 33.10%) on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6714
Venue: SIGMOD
Year: 2023
Pagerank: 4.1905499e-05
Overall Rank: 11,211 | 22.09%
DOI: 10.1145/3617330

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 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
9,406	Explaining GNN-based Recommendations in Logic	2025	VLDB	4.3399748e-05
9,439	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	4.3389137e-05
10,029	Outliers: The Good, the Bad and the Ugly	2026	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
432	On the Complexity of Database Queries (Extended Abstract)	1997	PODS	0.00023349408
1,188	word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data	2020	PODS	0.00013431099
1,522	Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together	2019	SIGMOD	0.0001152219
3,478	Functional Dependencies for Graphs	2016	SIGMOD	7.0554625e-05
5,120	Association Rules with Graph Patterns	2015	VLDB	5.6754325e-05
7,120	Discovering Graph Functional Dependencies	2018	SIGMOD	4.8200122e-05
7,283	Discovering Association Rules from Big Graphs	2022	VLDB	4.7716465e-05
8,135	Towards Event Prediction in Temporal Graphs	2022	VLDB	4.5740737e-05
8,145	Capturing Associations in Graphs	2020	VLDB	4.5724134e-05
9,489	Making It Tractable to Catch Duplicates and Conflicts in Graphs	2023	SIGMOD	4.3300131e-05

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