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: 6713
Venue: SIGMOD
Year: 2023
Pagerank: 4.1945683e-05
Overall Rank: 11,209 | 22.03%
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
9,400	Explaining GNN-based Recommendations in Logic	2025	VLDB	4.3441378e-05
9,434	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	4.3430376e-05
10,029	Outliers: The Good, the Bad and the Ugly	2026	SIGMOD	4.1945683e-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
431	On the Complexity of Database Queries (Extended Abstract)	1997	PODS	0.00023370207
1,190	word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data	2020	PODS	0.00013438056
1,561	Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together	2019	SIGMOD	0.00011358946
2,450	Functional Dependencies for Graphs	2016	SIGMOD	8.7882979e-05
4,205	Association Rules with Graph Patterns	2015	VLDB	6.3597474e-05
6,703	Discovering Graph Functional Dependencies	2018	SIGMOD	4.9555163e-05
7,287	Discovering Association Rules from Big Graphs	2022	VLDB	4.7762276e-05
8,133	Towards Event Prediction in Temporal Graphs	2022	VLDB	4.5784634e-05
8,211	Capturing Associations in Graphs	2020	VLDB	4.5581054e-05
9,487	Making It Tractable to Catch Duplicates and Conflicts in Graphs	2023	SIGMOD	4.3341665e-05

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