| 204 |
Snorkel: Rapid Training Data Creation with Weak Supervision |
2018 |
VLDB |
0.00025523636 |
| 420 |
Can Foundation Models Wrangle Your Data? |
2023 |
VLDB |
0.00018824506 |
| 926 |
HoloDetect: Few-Shot Learning for Error Detection |
2019 |
SIGMOD |
0.00013229887 |
| 1,337 |
Automating Large-Scale Data Quality Verification |
2018 |
VLDB |
0.00011211329 |
| 1,440 |
Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning |
2020 |
VLDB |
0.0001087544 |
| 1,764 |
SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle |
2020 |
CIDR |
9.890878e-05 |
| 1,771 |
SMOKE: Fine-grained Lineage at Interactive Speed |
2018 |
VLDB |
9.8683462e-05 |
| 1,919 |
Discovery of Approximate (and Exact) Denial Constraints |
2020 |
VLDB |
9.5736185e-05 |
| 1,997 |
RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation |
2021 |
VLDB |
9.4175365e-05 |
| 2,109 |
Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions |
2021 |
VLDB |
9.2181895e-05 |
| 2,210 |
Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks |
2024 |
SIGMOD |
9.0173497e-05 |
| 2,252 |
Raha: A Configuration-Free Error Detection System |
2019 |
SIGMOD |
8.9354147e-05 |
| 2,342 |
Database Repairs and Consistent Query Answering: Origins and Further Developments |
2019 |
PODS |
8.7996173e-05 |
| 2,551 |
Complaint-driven Training Data Debugging for Query 2.0 |
2020 |
SIGMOD |
8.4919311e-05 |
| 2,650 |
Uni-Detect: A Unified Approach to Automated Error Detection in Tables |
2019 |
SIGMOD |
8.3702577e-05 |
| 2,858 |
SCODED: Statistical Constraint Oriented Data Error Detection |
2020 |
SIGMOD |
8.0943841e-05 |
| 3,095 |
Auto-Detect: Data-Driven Error Detection in Tables |
2018 |
SIGMOD |
7.8339749e-05 |
| 3,234 |
VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition |
2021 |
VLDB |
7.6850504e-05 |
| 3,244 |
Ten Years of WebTables |
2018 |
VLDB |
7.6761373e-05 |
| 3,348 |
Efficient and Effective Data Imputation with Influence Functions |
2022 |
VLDB |
7.558946e-05 |
| 3,383 |
A Statistical Perspective on Discovering Functional Dependencies in Noisy Data |
2020 |
SIGMOD |
7.5298554e-05 |
| 3,428 |
Kamino: Constraint-Aware Differentially Private Data Synthesis |
2021 |
VLDB |
7.499038e-05 |
| 3,431 |
Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale |
2022 |
SIGMOD |
7.4957047e-05 |
| 3,495 |
Cleaning Denial Constraint Violations through Relaxation |
2020 |
SIGMOD |
7.4378393e-05 |
| 3,533 |
Automatic Data Repair: Are We Ready to Deploy? |
2024 |
VLDB |
7.3965413e-05 |
| 3,549 |
The Role of Massively Multi-Task and Weak Supervision in Software 2.0 |
2019 |
CIDR |
7.3816787e-05 |
| 4,059 |
Data Integration and Machine Learning: A Natural Synergy |
2018 |
SIGMOD |
6.9975008e-05 |
| 4,381 |
GOGGLES: Automatic Image Labeling with Affinity Coding |
2020 |
SIGMOD |
6.7988732e-05 |
| 4,411 |
Horizon: Scalable Dependency-driven Data Cleaning |
2021 |
VLDB |
6.780411e-05 |
| 4,673 |
Auto-Transform: Learning-to-Transform by Patterns |
2020 |
VLDB |
6.6330436e-05 |
| 4,769 |
Adaptive Data Augmentation for Supervised Learning over Missing Data |
2021 |
VLDB |
6.5863559e-05 |
| 5,003 |
Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale |
2019 |
SIGMOD |
6.4732621e-05 |
| 5,052 |
Enabling SQL-based Training Data Debugging for Federated Learning |
2022 |
VLDB |
6.4521864e-05 |
| 5,094 |
Cleanits: A Data Cleaning System for Industrial Time Series |
2019 |
VLDB |
6.4313407e-05 |
| 5,367 |
Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond |
2021 |
SIGMOD |
6.3159594e-05 |
| 5,471 |
Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond |
2020 |
VLDB |
6.2747651e-05 |
| 5,662 |
Semi-Supervised Data Cleaning with Raha and Baran |
2021 |
CIDR |
6.1967364e-05 |
| 5,834 |
Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks |
2023 |
VLDB |
6.132242e-05 |
| 5,974 |
Fast Algorithms for Denial Constraint Discovery |
2023 |
VLDB |
6.084153e-05 |
| 6,072 |
Multivariate Time Series Cleaning under Speed Constraints |
2024 |
SIGMOD |
6.0489803e-05 |
| 6,293 |
Parallel Discrepancy Detection and Incremental Detection |
2021 |
VLDB |
5.9857415e-05 |
| 6,337 |
Finding Label and Model Errors in Perception Data With Learned Observation Assertions |
2022 |
SIGMOD |
5.9713243e-05 |
| 6,341 |
Properties of Inconsistency Measures for Databases |
2021 |
SIGMOD |
5.9698241e-05 |
| 6,443 |
Probabilistic Databases for All |
2020 |
PODS |
5.9385024e-05 |
| 6,545 |
On Multiple Semantics for Declarative Database Repairs |
2020 |
SIGMOD |
5.9036536e-05 |
| 6,649 |
Synthesizing Linked Data Under Cardinality and Integrity Constraints |
2021 |
SIGMOD |
5.8721678e-05 |
| 6,811 |
How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses |
2024 |
VLDB |
5.8258963e-05 |
| 6,956 |
DataPrism: Exposing Disconnect between Data and Systems |
2022 |
SIGMOD |
5.8003802e-05 |
| 6,987 |
Akane: Perplexity-Guided Time Series Data Cleaning |
2024 |
SIGMOD |
5.7903541e-05 |
| 7,091 |
Intermittent Query Processing |
2019 |
VLDB |
5.7589718e-05 |