| 293 |
Deep Learning for Entity Matching: A Design Space Exploration |
2018 |
SIGMOD |
0.00028661817 |
| 1,088 |
Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes |
2024 |
VLDB |
0.00014158762 |
| 1,218 |
Snuba: Automating Weak Supervision to Label Training Data |
2019 |
VLDB |
0.00013221309 |
| 1,340 |
HoloDetect: Few-Shot Learning for Error Detection |
2019 |
SIGMOD |
0.00012492795 |
| 1,666 |
HELIX: Holistic Optimization for Accelerating Iterative Machine Learning |
2019 |
VLDB |
0.00010955907 |
| 1,942 |
SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging |
2021 |
SIGMOD |
0.00010010569 |
| 1,992 |
Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning |
2020 |
SIGMOD |
9.8415851e-05 |
| 2,325 |
DBPal: A Fully Pluggable NL2SQL Training Pipeline |
2020 |
SIGMOD |
9.0277894e-05 |
| 2,831 |
Smile: A System to Support Machine Learning on EEG Data at Scale |
2019 |
VLDB |
8.0485807e-05 |
| 2,845 |
VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition |
2021 |
VLDB |
8.0301674e-05 |
| 2,960 |
The Role of Massively Multi-Task and Weak Supervision in Software 2.0 |
2019 |
CIDR |
7.8103118e-05 |
| 3,305 |
Fonduer: Knowledge Base Construction from Richly Formatted Data |
2018 |
SIGMOD |
7.2417724e-05 |
| 3,513 |
spade: Synthesizing Data Quality Assertions for Large Language Model Pipelines |
2024 |
VLDB |
7.0203909e-05 |
| 3,765 |
Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins |
2022 |
VLDB |
6.7760748e-05 |
| 4,197 |
Overton: A Data System for Monitoring and Improving Machine-Learned Products |
2020 |
CIDR |
6.3625568e-05 |
| 4,455 |
AutoOD: Automatic Outlier Detection |
2023 |
SIGMOD |
6.1644904e-05 |
| 4,471 |
GOGGLES: Automatic Image Labeling with Affinity Coding |
2020 |
SIGMOD |
6.1496765e-05 |
| 4,587 |
MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems |
2021 |
SIGMOD |
6.0594195e-05 |
| 4,596 |
Data Integration and Machine Learning: A Natural Synergy |
2018 |
SIGMOD |
6.0540725e-05 |
| 4,749 |
ODIN: Automated Drift Detection and Recovery in Video Analytics |
2020 |
VLDB |
5.9428569e-05 |
| 4,866 |
OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning |
2021 |
SIGMOD |
5.8620848e-05 |
| 4,875 |
Explainable AI: Foundations, Applications, Opportunities for Data Management Research |
2022 |
SIGMOD |
5.8552996e-05 |
| 5,244 |
Towards Benchmarking Feature Type Inference for AutoML Platforms |
2021 |
SIGMOD |
5.6021738e-05 |
| 5,257 |
Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale |
2019 |
SIGMOD |
5.5975788e-05 |
| 5,358 |
Adaptive Rule Discovery for Labeling Text Data |
2021 |
SIGMOD |
5.5507062e-05 |
| 5,386 |
Selective Data Acquisition in the Wild for Model Charging |
2022 |
VLDB |
5.5346315e-05 |
| 5,420 |
Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond |
2020 |
VLDB |
5.5154502e-05 |
| 5,872 |
Demonstration of Panda: A Weakly Supervised Entity Matching System |
2021 |
VLDB |
5.2908178e-05 |
| 5,965 |
Automatic Data Acquisition for Deep Learning |
2021 |
VLDB |
5.2476363e-05 |
| 5,974 |
Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond |
2021 |
SIGMOD |
5.2458154e-05 |
| 6,047 |
MDedup: Duplicate Detection with Matching Dependencies |
2020 |
VLDB |
5.2355891e-05 |
| 6,122 |
VOCAL: Video Organization and Interactive Compositional AnaLytics |
2022 |
CIDR |
5.1966758e-05 |
| 6,139 |
Finding Label and Model Errors in Perception Data With Learned Observation Assertions |
2022 |
SIGMOD |
5.1893488e-05 |
| 6,225 |
Managing ML Pipelines: Feature Stores and the Coming Wave of Embedding Ecosystems |
2021 |
VLDB |
5.1425119e-05 |
| 6,242 |
Optimizing In-memory Database Engine for AI-powered On-line Decision Augmentation Using Persistent Memory |
2021 |
VLDB |
5.1351431e-05 |
| 6,507 |
Expand your Training Limits! Generating Training Data for ML-based Data Management |
2021 |
SIGMOD |
5.0273414e-05 |
| 6,873 |
Cost-Effective Data Annotation using Game-Based Crowdsourcing |
2019 |
VLDB |
4.8963037e-05 |
| 7,241 |
Data Integration and Machine Learning: A Natural Synergy |
2018 |
VLDB |
4.7867685e-05 |
| 7,284 |
Witan: Unsupervised Labelling Function Generation for Assisted Data Programming |
2022 |
VLDB |
4.7716465e-05 |
| 7,642 |
Cross Modal Data Discovery over Structured and Unstructured Data Lakes |
2023 |
VLDB |
4.6856127e-05 |
| 7,656 |
Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets |
2022 |
SIGMOD |
4.6826896e-05 |
| 7,798 |
CHEF: A Cheap and Fast Pipeline for Iteratively Cleaning Label Uncertainties |
2021 |
VLDB |
4.6438053e-05 |
| 8,058 |
iFlipper: Label Flipping for Individual Fairness |
2023 |
SIGMOD |
4.5903348e-05 |
| 8,183 |
SHiFT: An Efficient, Flexible Search Engine for Transfer Learning |
2023 |
VLDB |
4.5615358e-05 |
| 8,285 |
Nemo: Guiding and Contextualizing Weak Supervision for Interactive Data Programming |
2022 |
VLDB |
4.5392079e-05 |
| 8,337 |
CrowdGame: A Game-Based Crowdsourcing System for Cost-Effective Data Labeling |
2019 |
SIGMOD |
4.5385651e-05 |
| 8,515 |
UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads |
2022 |
VLDB |
4.4901466e-05 |
| 8,713 |
LANCET: Labeling Complex Data at Scale |
2021 |
VLDB |
4.4577046e-05 |
| 9,196 |
Hyper-Tune: Towards Efficient Hyper-parameter Tuning at Scale |
2022 |
VLDB |
4.3723457e-05 |
| 9,259 |
Improving Information Extraction from Visually Rich Documents using Visual Span Representations |
2021 |
VLDB |
4.3648789e-05 |