Generative Datalog with Continuous Distributions
Summary: Foundational semantics for probabilistic Datalog based on stochastic kernels and Markov processes, enabling continuous distributions and resolving an open problem of Barany et al. Semantics is robust to parallel execution and arbitrary chase orders and generalizes to infinite probabilistic databases. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,158 | Generative Datalog with Stable Negation | 2023 | PODS | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,158 | Simulation of Database-Valued Markov Chains Using SimSQL | 2013 | SIGMOD | 0.0001361064 |
| 2,331 | Orion 2.0: Native Support for Uncertain Data | 2008 | SIGMOD | 9.018559e-05 |
| 3,251 | On Probabilistic Fixpoint and Markov Chain Query Languages | 2010 | PODS | 7.3215694e-05 |
| 6,147 | Probabilistic Databases with an Infinite Open-World Assumption | 2019 | PODS | 5.1854833e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,591 | On the First-Order Expressibility of Recursive Queries | 1989 | PODS | 4.702934e-05 |
| 12,910 | A Non-deterministic Deductive Database Language | 1991 | SIGMOD | 4.1945683e-05 |
| 9,813 | Datalog with First-Class Facts | 2025 | VLDB | 4.2783272e-05 |
| 4,491 | Non-Deterministic Languages to Express Deterministic Transformations | 1990 | PODS | 6.1422281e-05 |
| 2,907 | Convergence of Datalog over (Pre-) Semirings | 2022 | PODS | 7.933806e-05 |
| 12,884 | Datalog Expressiveness of Chain Queries: Grammar Tools and Characterizations | 1992 | PODS | 4.1945683e-05 |
| 5,992 | Evaluating Datalog over Semirings: A Grounding-based Approach | 2024 | PODS | 5.2415551e-05 |
| 3,251 | On Probabilistic Fixpoint and Markov Chain Query Languages | 2010 | PODS | 7.3215694e-05 |
| 6,932 | Database Updates in Logic Programming | 1988 | PODS | 4.8925595e-05 |
| 11,158 | Generative Datalog with Stable Negation | 2023 | PODS | 4.1945683e-05 |