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SLiMFast: Guaranteed Results for Data Fusion and Source Reliability

Summary: SLiMFast reframes data fusion as discriminative models (logistic regression) to estimate source accuracies with guarantees. It uses domain knowledge to boost accuracy (up to 50%) and includes an optimizer that automatically selects learning algorithms. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5317
Venue
SIGMOD
Year
2017
Pagerank
6.6554845e-05
Overall Rank
3,897 | 72.90%
DOI
10.1145/3035918.3035951

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035728858
254 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00030540555
1,215 Snuba: Automating Weak Supervision to Label Training Data 2019 VLDB 0.0001323375
3,155 Ten Years of WebTables 2018 VLDB 7.4672742e-05
3,711 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 6.823609e-05
3,773 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 6.7758649e-05
4,471 GOGGLES: Automatic Image Labeling with Affinity Coding 2020 SIGMOD 6.1555681e-05
4,607 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.0538827e-05
5,251 Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale 2019 SIGMOD 5.6029615e-05
5,347 Adaptive Rule Discovery for Labeling Text Data 2021 SIGMOD 5.5560452e-05
5,978 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2453012e-05
7,243 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 4.7913666e-05
9,355 Discovering Top-k Rules using Subjective and Objective Criteria 2023 SIGMOD 4.3514328e-05
11,629 Leveraging Organizational Resources to Adapt Models to New Data Modalities 2020 VLDB 4.1945683e-05
11,726 HomeRun: Scalable Sparse-Spectrum Reconstruction of Aggregated Historical Data 2018 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank Cited Paper Year Venue Pagerank
371 A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration 2012 VLDB 0.00025389696
398 Big Data Integration 2013 VLDB 0.00024372588
667 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00018440557
855 Integrating Conflicting Data: The Role of Source Dependence 2009 VLDB 0.00015906735
1,044 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00014475229
1,211 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00013257101
2,420 From Data Fusion to Knowledge Fusion 2014 VLDB 8.8530994e-05
2,567 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.5239306e-05
3,495 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.0400666e-05
4,011 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 6.5343479e-05
4,101 Less is More: Selecting Sources Wisely for Integration 2013 VLDB 6.4523909e-05
4,904 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 5.8399195e-05
6,354 Characterizing and Selecting Fresh Data Sources 2014 SIGMOD 5.0990729e-05
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6,780 Domain-Aware Multi-Truth Discovery from Conflicting Sources 2018 VLDB 4.9277708e-05
6,354 Characterizing and Selecting Fresh Data Sources 2014 SIGMOD 5.0990729e-05
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8,153 Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation 2022 VLDB 4.574554e-05
11,770 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.1945683e-05
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2,686 Online Data Fusion 2011 VLDB 8.3053595e-05
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