| 1,283 |
Towards Linear Algebra over Normalized Data |
2017 |
VLDB |
0.00012826013 |
| 1,393 |
Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads |
2018 |
VLDB |
0.00012223372 |
| 1,534 |
Data Management in Machine Learning: Challenges, Techniques, and Systems |
2017 |
SIGMOD |
0.00011462072 |
| 1,891 |
Towards Model-based Pricing for Machine Learning in a Data Marketplace |
2019 |
SIGMOD |
0.0001018452 |
| 1,942 |
SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging |
2021 |
SIGMOD |
0.00010010569 |
| 2,122 |
SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle |
2020 |
CIDR |
9.4905306e-05 |
| 2,164 |
Elastic Machine Learning Algorithms in Amazon SageMaker |
2020 |
SIGMOD |
9.3953268e-05 |
| 2,197 |
Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra |
2019 |
SIGMOD |
9.3117431e-05 |
| 2,355 |
An Intermediate Representation for Optimizing Machine Learning Pipelines |
2019 |
VLDB |
8.9727612e-05 |
| 2,759 |
Complaint-driven Training Data Debugging for Query 2.0 |
2020 |
SIGMOD |
8.1646193e-05 |
| 2,809 |
Extending Relational Query Processing with ML Inference |
2020 |
CIDR |
8.0869552e-05 |
| 3,122 |
DB4ML – An In-Memory Database Kernel with Machine Learning Support |
2020 |
SIGMOD |
7.5284233e-05 |
| 3,135 |
Fractal: A General-Purpose Graph Pattern Mining System |
2019 |
SIGMOD |
7.4928743e-05 |
| 3,260 |
Query Processing on Tensor Computation Runtimes |
2022 |
VLDB |
7.3091312e-05 |
| 3,270 |
RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - |
2018 |
VLDB |
7.3013196e-05 |
| 3,280 |
A Layered Aggregate Engine for Analytics Workloads |
2019 |
SIGMOD |
7.2813732e-05 |
| 3,409 |
End-to-end Optimization of Machine Learning Prediction Queries |
2022 |
SIGMOD |
7.1240791e-05 |
| 3,466 |
AI Meets Database: AI4DB and DB4AI |
2021 |
SIGMOD |
7.0645718e-05 |
| 3,920 |
On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML |
2018 |
VLDB |
6.6246708e-05 |
| 3,953 |
A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics |
2018 |
VLDB |
6.5896733e-05 |
| 4,006 |
Data Platform for Machine Learning |
2019 |
SIGMOD |
6.5371762e-05 |
| 4,123 |
Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? |
2018 |
VLDB |
6.4290005e-05 |
| 4,508 |
SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning |
2017 |
CIDR |
6.1261819e-05 |
| 4,601 |
Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches |
2021 |
VLDB |
6.05274e-05 |
| 4,676 |
Automatically Leveraging MapReduce Frameworks for Data-Intensive Applications |
2018 |
SIGMOD |
5.9992323e-05 |
| 4,779 |
LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems |
2021 |
SIGMOD |
5.9259373e-05 |
| 4,835 |
MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions |
2019 |
SIGMOD |
5.8861112e-05 |
| 4,972 |
PS2: Parameter Server on Spark |
2019 |
SIGMOD |
5.7894524e-05 |
| 5,730 |
BAGUA: Scaling up Distributed Learning with System Relaxations |
2022 |
VLDB |
5.3476346e-05 |
| 5,817 |
BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees |
2019 |
SIGMOD |
5.3154329e-05 |
| 6,194 |
Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra |
2021 |
SIGMOD |
5.1592984e-05 |
| 6,747 |
DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs |
2019 |
SIGMOD |
4.9369478e-05 |
| 6,790 |
InferDB: In-Database Machine Learning Inference Using Indexes |
2024 |
VLDB |
4.9205968e-05 |
| 6,984 |
A Cost-based Optimizer for Gradient Descent Optimization |
2017 |
SIGMOD |
4.8680519e-05 |
| 7,055 |
Serving Deep Learning Models with Deduplication from Relational Databases |
2022 |
VLDB |
4.8428976e-05 |
| 7,180 |
Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning |
2023 |
VLDB |
4.8032775e-05 |
| 7,309 |
The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development |
2020 |
SIGMOD |
4.7611148e-05 |
| 7,459 |
Lachesis: Automatic Partitioning for UDF-Centric Analytics |
2021 |
VLDB |
4.7199075e-05 |
| 7,892 |
M2Bench: A Database Benchmark for Multi-Model Analytic Workloads |
2023 |
VLDB |
4.6200834e-05 |
| 7,920 |
JoinBoost: Grow Trees Over Normalized Data Using Only SQL |
2023 |
VLDB |
4.6120304e-05 |
| 8,258 |
FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation |
2022 |
SIGMOD |
4.5424271e-05 |
| 8,274 |
Galley: Modern Query Optimization for Sparse Tensor Programs |
2025 |
SIGMOD |
4.5392079e-05 |
| 8,515 |
UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads |
2022 |
VLDB |
4.4901466e-05 |
| 8,617 |
PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement |
2024 |
SIGMOD |
4.479438e-05 |
| 8,782 |
AWARE: Workload-aware, Redundancy-exploiting Linear Algebra |
2023 |
SIGMOD |
4.4478585e-05 |
| 8,924 |
Leveraging Similarity Joins for Signal Reconstruction |
2018 |
VLDB |
4.4229886e-05 |
| 8,981 |
HADAD: A Lightweight Approach for Optimizing Hybrid Complex Analytics Queries |
2021 |
SIGMOD |
4.4138435e-05 |
| 9,008 |
The Power of Nested Parallelism in Big Data Processing – Hitting Three Flies with One Slap – |
2021 |
SIGMOD |
4.4065351e-05 |
| 9,225 |
Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning |
2021 |
VLDB |
4.3656789e-05 |
| 9,337 |
PlinyCompute: A Platform for High-Performance, Distributed, Data-Intensive Tool Development |
2018 |
SIGMOD |
4.351469e-05 |