| 1,279 |
Towards Linear Algebra over Normalized Data |
2017 |
VLDB |
0.00012868394 |
| 1,391 |
Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads |
2018 |
VLDB |
0.0001223506 |
| 1,532 |
Data Management in Machine Learning: Challenges, Techniques, and Systems |
2017 |
SIGMOD |
0.00011472681 |
| 1,891 |
Towards Model-based Pricing for Machine Learning in a Data Marketplace |
2019 |
SIGMOD |
0.00010194092 |
| 1,940 |
SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging |
2021 |
SIGMOD |
0.00010020173 |
| 2,122 |
SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle |
2020 |
CIDR |
9.4989076e-05 |
| 2,163 |
Elastic Machine Learning Algorithms in Amazon SageMaker |
2020 |
SIGMOD |
9.3949234e-05 |
| 2,194 |
Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra |
2019 |
SIGMOD |
9.3138337e-05 |
| 2,350 |
An Intermediate Representation for Optimizing Machine Learning Pipelines |
2019 |
VLDB |
8.9788641e-05 |
| 2,753 |
Complaint-driven Training Data Debugging for Query 2.0 |
2020 |
SIGMOD |
8.1724339e-05 |
| 2,804 |
Extending Relational Query Processing with ML Inference |
2020 |
CIDR |
8.0935487e-05 |
| 3,099 |
DB4ML – An In-Memory Database Kernel with Machine Learning Support |
2020 |
SIGMOD |
7.5642871e-05 |
| 3,215 |
Fractal: A General-Purpose Graph Pattern Mining System |
2019 |
SIGMOD |
7.3645742e-05 |
| 3,254 |
Query Processing on Tensor Computation Runtimes |
2022 |
VLDB |
7.3161051e-05 |
| 3,265 |
RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - |
2018 |
VLDB |
7.3083672e-05 |
| 3,277 |
A Layered Aggregate Engine for Analytics Workloads |
2019 |
SIGMOD |
7.2871625e-05 |
| 3,407 |
End-to-end Optimization of Machine Learning Prediction Queries |
2022 |
SIGMOD |
7.1295646e-05 |
| 3,473 |
AI Meets Database: AI4DB and DB4AI |
2021 |
SIGMOD |
7.062864e-05 |
| 3,918 |
On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML |
2018 |
VLDB |
6.6315176e-05 |
| 3,948 |
A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics |
2018 |
VLDB |
6.5959084e-05 |
| 4,003 |
Data Platform for Machine Learning |
2019 |
SIGMOD |
6.54347e-05 |
| 4,129 |
Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? |
2018 |
VLDB |
6.428887e-05 |
| 4,505 |
SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning |
2017 |
CIDR |
6.1327108e-05 |
| 4,557 |
Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches |
2021 |
VLDB |
6.087611e-05 |
| 4,677 |
Automatically Leveraging MapReduce Frameworks for Data-Intensive Applications |
2018 |
SIGMOD |
6.0047822e-05 |
| 4,774 |
LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems |
2021 |
SIGMOD |
5.9316087e-05 |
| 4,833 |
MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions |
2019 |
SIGMOD |
5.8916346e-05 |
| 4,964 |
PS2: Parameter Server on Spark |
2019 |
SIGMOD |
5.7965988e-05 |
| 5,720 |
BAGUA: Scaling up Distributed Learning with System Relaxations |
2022 |
VLDB |
5.3527734e-05 |
| 5,806 |
BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees |
2019 |
SIGMOD |
5.3200643e-05 |
| 6,191 |
Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra |
2021 |
SIGMOD |
5.1642282e-05 |
| 6,745 |
DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs |
2019 |
SIGMOD |
4.9417155e-05 |
| 6,796 |
InferDB: In-Database Machine Learning Inference Using Indexes |
2024 |
VLDB |
4.9241624e-05 |
| 6,986 |
A Cost-based Optimizer for Gradient Descent Optimization |
2017 |
SIGMOD |
4.8727048e-05 |
| 7,061 |
Serving Deep Learning Models with Deduplication from Relational Databases |
2022 |
VLDB |
4.8463881e-05 |
| 7,179 |
Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning |
2023 |
VLDB |
4.8078895e-05 |
| 7,311 |
The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development |
2020 |
SIGMOD |
4.7656884e-05 |
| 7,476 |
Lachesis: Automatic Partitioning for UDF-Centric Analytics |
2021 |
VLDB |
4.7188928e-05 |
| 7,892 |
M2Bench: A Database Benchmark for Multi-Model Analytic Workloads |
2023 |
VLDB |
4.6245179e-05 |
| 7,920 |
JoinBoost: Grow Trees Over Normalized Data Using Only SQL |
2023 |
VLDB |
4.6163888e-05 |
| 8,262 |
FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation |
2022 |
SIGMOD |
4.5467867e-05 |
| 8,279 |
Galley: Modern Query Optimization for Sparse Tensor Programs |
2025 |
SIGMOD |
4.5435639e-05 |
| 8,514 |
UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads |
2022 |
VLDB |
4.4944285e-05 |
| 8,620 |
PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement |
2024 |
SIGMOD |
4.4837361e-05 |
| 8,786 |
AWARE: Workload-aware, Redundancy-exploiting Linear Algebra |
2023 |
SIGMOD |
4.4521262e-05 |
| 8,921 |
Leveraging Similarity Joins for Signal Reconstruction |
2018 |
VLDB |
4.427232e-05 |
| 8,980 |
HADAD: A Lightweight Approach for Optimizing Hybrid Complex Analytics Queries |
2021 |
SIGMOD |
4.4169807e-05 |
| 9,001 |
The Power of Nested Parallelism in Big Data Processing – Hitting Three Flies with One Slap – |
2021 |
SIGMOD |
4.4107627e-05 |
| 9,222 |
Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning |
2021 |
VLDB |
4.3698672e-05 |
| 9,332 |
PlinyCompute: A Platform for High-Performance, Distributed, Data-Intensive Tool Development |
2018 |
SIGMOD |
4.3556432e-05 |