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Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS

Summary: Bottom-up grounding leverages the RDBMS optimizer to scale MLN grounding. Hybrid AI/DBMS architecture enables local search inside the DBMS, with partitioning and parallel loading that deliver faster, higher-quality MLN inference than prior systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10266
Venue
VLDB
Year
2011
Pagerank
0.00014640258
Overall Rank
1,014 | 92.95%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035728858
613 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00019181325
667 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00018440557
1,532 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011472681
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
4,106 Extracting Databases from Dark Data with DeepDive 2016 SIGMOD 6.4456184e-05
4,164 SlimShot: In-Database Probabilistic Inference for Knowledge Bases 2016 VLDB 6.3923099e-05
4,521 A Temporal-Probabilistic Database Model for Information Extraction 2013 VLDB 6.1168322e-05
5,266 Probabilistic Databases with MarkoViews 2012 VLDB 5.5972559e-05
5,398 Cleaning Inconsistencies in Information Extraction via Prioritized Repairs 2014 PODS 5.5295577e-05
6,013 ArchimedesOne: Query Processing over Probabilistic Knowledge Bases 2016 VLDB 5.2415551e-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
7,739 Symmetric Weighted First-Order Model Counting 2015 PODS 4.663547e-05
8,399 UDA-GIST: An In-database Framework to Unify Data-Parallel and State-Parallel Analytics 2015 VLDB 4.5257744e-05
8,789 Machine Learning Meets Big Spatial Data 2019 VLDB 4.4509194e-05
8,968 Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases 2016 SIGMOD 4.4190464e-05
9,423 Database Principles in Information Extraction 2014 PODS 4.3441378e-05
11,232 Collective Grounding: Applying Database Techniques to Grounding Templated Models 2023 VLDB 4.1945683e-05
11,678 Flash in Action: Scalable Spatial Data Analysis Using Markov Logic Networks 2019 VLDB 4.1945683e-05
11,747 Holistic Query Evaluation over Information Extraction Pipelines 2018 VLDB 4.1945683e-05
12,044 Knowledge Harvesting in the Big-Data Era 2013 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank Cited Paper Year Venue Pagerank
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057857292
321 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00027527389
469 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00022406923
980 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014879747
3,398 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.141911e-05
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