SlimShot: In-Database Probabilistic Inference for Knowledge Bases
Summary: SlimShot converts MLNs to a tuple-independent probabilistic DB for in-database inference on knowledge bases. Techniques: safe sampling with query eval, joint num/den estimation, adaptive proposals by sample size, enabling formal error guarantees. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Eric Gribkoff
- 2. Dan Suciu
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 608 | DeepDB: Learn from Data, not from Queries! | 2020 | VLDB | 0.00019235898 |
| 1,878 | Query-Driven On-The-Fly Knowledge Base Construction | 2018 | VLDB | 0.00010233436 |
| 6,683 | Probabilistic Databases for All | 2020 | PODS | 4.9638979e-05 |
| 11,179 | Probabilistic Reasoning at Scale: Trigger Graphs to the Rescue | 2023 | SIGMOD | 4.1945683e-05 |
| 11,232 | Collective Grounding: Applying Database Techniques to Grounding Templated Models | 2023 | VLDB | 4.1945683e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 287 | Declarative Information Extraction Using Datalog with Embedded Extraction Predicates | 2007 | VLDB | 0.00028971272 |
| 667 | Incremental Knowledge Base Construction Using DeepDive | 2015 | VLDB | 0.00018440557 |
| 706 | MYSTIQ: A system for finding more answers by using probabilities | 2005 | SIGMOD | 0.00017845469 |
| 1,014 | Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS | 2011 | VLDB | 0.00014640258 |
| 1,066 | Probase: A Probabilistic Taxonomy for Text Understanding | 2012 | SIGMOD | 0.0001433416 |
| 3,081 | Knowledge Expansion over Probabilistic Knowledge Bases | 2014 | SIGMOD | 7.6031501e-05 |
| 4,077 | Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers | 2013 | SIGMOD | 6.4678697e-05 |
| 5,266 | Probabilistic Databases with MarkoViews | 2012 | VLDB | 5.5972559e-05 |
| 6,169 | Approximate Lifted Inference with Probabilistic Databases | 2015 | VLDB | 5.1716068e-05 |
| 6,722 | GeoDeepDive: Statistical Inference using Familiar Data-Processing Languages | 2013 | SIGMOD | 4.9491521e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,983 | Querying Probabilistic Information Extraction | 2010 | VLDB | 5.7870787e-05 |
| 3,549 | Optimizing MPF Queries: Decision Support and Probabilistic Inference | 2007 | SIGMOD | 6.9858057e-05 |
| 8,538 | A Query Engine for Probabilistic Preferences | 2018 | SIGMOD | 4.4937074e-05 |
| 760 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017053935 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057857292 |
| 8,581 | Anytime Approximation in Probabilistic Databases via Scaled Dissociations | 2019 | SIGMOD | 4.492241e-05 |
| 4,387 | Hybrid In-Database Inference for Declarative Information Extraction | 2011 | SIGMOD | 6.2320072e-05 |
| 4,521 | A Temporal-Probabilistic Database Model for Information Extraction | 2013 | VLDB | 6.1168322e-05 |
| 2,186 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.3378109e-05 |
| 3,081 | Knowledge Expansion over Probabilistic Knowledge Bases | 2014 | SIGMOD | 7.6031501e-05 |