| 105 |
The MADlib Analytics Library or MAD Skills, the SQL |
2012 |
VLDB |
108 |
0.00033605348 |
| 506 |
Towards a Unified Architecture for in-RDBMS Analytics |
2012 |
SIGMOD |
49 |
0.00017158546 |
| 656 |
Materialization Optimizations for Feature Selection Workloads |
2014 |
SIGMOD |
46 |
0.00015052106 |
| 731 |
Learning Generalized Linear Models Over Normalized Data |
2015 |
SIGMOD |
56 |
0.00014363943 |
| 783 |
To Join or Not to Join? Thinking Twice about Joins before Feature Selection |
2016 |
SIGMOD |
41 |
0.00014015599 |
| 1,154 |
Cerebro: A Data System for Optimized Deep Learning Model Selection |
2020 |
VLDB |
27 |
0.00011762688 |
| 1,200 |
Towards Linear Algebra over Normalized Data |
2017 |
VLDB |
36 |
0.00011524945 |
| 1,226 |
Data Management in Machine Learning: Challenges, Techniques, and Systems |
2017 |
SIGMOD |
33 |
0.00011432354 |
| 1,369 |
Towards Model-based Pricing for Machine Learning in a Data Marketplace |
2019 |
SIGMOD |
22 |
0.00010876597 |
| 2,204 |
Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra |
2019 |
SIGMOD |
15 |
8.8531297e-05 |
| 2,596 |
Brainwash: A Data System for Feature Engineering |
2013 |
CIDR |
23 |
8.2258492e-05 |
| 2,713 |
Panorama: A Data System for Unbounded Vocabulary Querying over Video |
2020 |
VLDB |
15 |
8.0876569e-05 |
| 3,052 |
Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations |
2019 |
SIGMOD |
13 |
7.6924471e-05 |
| 3,528 |
A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics |
2018 |
VLDB |
15 |
7.2134232e-05 |
| 3,643 |
VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale |
2020 |
SIGMOD |
10 |
7.1227166e-05 |
| 3,674 |
Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? |
2018 |
VLDB |
9 |
7.090133e-05 |
| 3,721 |
Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics |
2017 |
SIGMOD |
6 |
7.0516515e-05 |
| 3,746 |
In-RDBMS Hardware Acceleration of Advanced Analytics |
2018 |
VLDB |
12 |
7.0369561e-05 |
| 3,947 |
Understanding and Benchmarking the Impact of GDPR on Database Systems |
2020 |
VLDB |
12 |
6.8897508e-05 |
| 4,117 |
Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches |
2021 |
VLDB |
14 |
6.784003e-05 |
| 4,689 |
SNAILS: Schema Naming Assessments for Improved LLM-Based SQL Inference |
2025 |
SIGMOD |
7 |
6.4513088e-05 |
| 4,710 |
Demonstration of SpeakQL: Speech-driven Multimodal Querying of Structured Data |
2019 |
SIGMOD |
5 |
6.4410629e-05 |
| 5,117 |
Towards Benchmarking Feature Type Inference for AutoML Platforms |
2021 |
SIGMOD |
9 |
6.2551509e-05 |
| 5,684 |
Demonstration of Santoku: Optimizing Machine Learning over Normalized Data |
2015 |
VLDB |
9 |
6.02198e-05 |
| 5,877 |
SpeakQL: Towards Speech-driven Multimodal Querying of Structured Data |
2020 |
SIGMOD |
3 |
5.9450095e-05 |
| 5,916 |
Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines |
2023 |
VLDB |
7 |
5.9320442e-05 |
| 6,102 |
Demonstration of Nimbus: Model-based Pricing for Machine Learning in a Data Marketplace |
2019 |
SIGMOD |
4 |
5.869006e-05 |
| 6,355 |
The future of data(base) education: Is the "cow book" dead? |
2021 |
VLDB |
1 |
5.78729e-05 |
| 6,603 |
Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent |
2019 |
SIGMOD |
8 |
5.7204739e-05 |
| 7,076 |
How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses |
2024 |
VLDB |
2 |
5.5909675e-05 |
| 7,091 |
Saturn: An Optimized Data System for Multi-Large-Model Deep Learning Workloads |
2024 |
VLDB |
3 |
5.5871281e-05 |
| 7,555 |
Feature Selection in Enterprise Analytics: A Demonstration using an R-based Data Analytics System |
2013 |
VLDB |
9 |
5.4797204e-05 |
| 7,833 |
Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets |
2022 |
SIGMOD |
5 |
5.4285082e-05 |
| 8,565 |
Automation of Data Prep, ML, and Data Science: New Cure or Snake Oil? |
2021 |
SIGMOD |
1 |
5.2996639e-05 |
| 8,776 |
Probabilistic Management of OCR Data using an RDBMS |
2012 |
VLDB |
2 |
5.2666658e-05 |
| 8,805 |
Towards A Polyglot Framework for Factorized ML |
2021 |
VLDB |
2 |
5.2581471e-05 |
| 9,175 |
Cerebro: A Layered Data Platform for Scalable Deep Learning |
2021 |
CIDR |
10 |
5.2004231e-05 |
| 9,589 |
Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning |
2021 |
VLDB |
4 |
5.1377385e-05 |
| 9,590 |
Intermittent Human-in-the-Loop Model Selection using Cerebro: A Demonstration |
2021 |
VLDB |
2 |
5.1377385e-05 |
| 10,837 |
A Comparative Evaluation of Schema Subsetting for LLM-based NL-to-SQL over Large-Schema Databases |
2026 |
VLDB |
0 |
4.9605343e-05 |
| 13,734 |
Reimagining Deep Learning Systems Through the Lens of Data Systems |
2024 |
VLDB |
0 |
- |
| 13,832 |
Errata for "Cerebro: A Data System for Optimized Deep Learning Model Selection" |
2021 |
VLDB |
1 |
- |
| 13,872 |
Demonstration of Krypton: Optimized CNN Inference for Occlusion-based Deep CNN Explanations |
2019 |
VLDB |
3 |
- |