Database Paper Browser

Back to papers

Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads

Summary: ease.ml: declarative ML service for multi-tenant clusters; formalizes multi-tenant model selection to minimize global regret, balancing efficiency and fairness. A hybrid algorithm fusing bandits with Bayesian optimization (regret bound) yields up to 9.8x faster global accuracy than heuristics and 4.1x vs SOTA on synthetic data and DL/Azure ML Studio tasks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11769
Venue
VLDB
Year
2018
Pagerank
0.0001223506
Overall Rank
1,391 | 90.33%
DOI
10.1145/3177732.3177737

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
921 Democratizing Data Science through Interactive Curation of ML Pipelines 2019 SIGMOD 0.00015337438
1,350 Northstar: An Interactive Data Science System 2018 VLDB 0.00012431059
2,384 Oracle AutoML: A Fast and Predictive AutoML Pipeline 2020 VLDB 8.925354e-05
2,839 VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition 2021 VLDB 8.0378978e-05
4,456 AutoOD: Automatic Outlier Detection 2023 SIGMOD 6.1704203e-05
4,748 Rafiki: Machine Learning as an Analytics Service System 2019 VLDB 5.9526539e-05
7,138 Ease.ml/ci and Ease.ml/meter in Action: Towards Data Management for Statistical Generalization 2019 VLDB 4.8216981e-05
7,420 MLBench: Benchmarking Machine Learning Services Against Human Experts 2018 VLDB 4.7347751e-05
7,494 SubStrat: A Subset-Based Optimization Strategy for Faster AutoML 2023 VLDB 4.7180617e-05
8,092 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 4.587921e-05
8,182 SHiFT: An Efficient, Flexible Search Engine for Transfer Learning 2023 VLDB 4.5659133e-05
8,828 HAIPipe: Combining Human-generated and Machine-generated Pipelines for Data Preparation 2023 SIGMOD 4.4407488e-05
9,117 Ease.ml in Action: Towards Multi-tenant Declarative Learning Services 2018 VLDB 4.3928617e-05
9,222 Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning 2021 VLDB 4.3698672e-05
11,431 Ease.ML: A Lifecycle Management System for MLDev and MLOps 2021 CIDR 4.1945683e-05
11,607 Ease.ml/snoopy in Action: Towards Automatic Feasibility Analysis for Machine Learning Application Development 2020 VLDB 4.1945683e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
140 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042270404
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020197988
2,731 CPU Sharing Techniques for Performance Isolation in Multi-tenant Relational Database-as-a-Service 2014 VLDB 8.2108797e-05
2,818 Implicit Parallelism through Deep Language Embedding 2015 SIGMOD 8.0665558e-05
3,436 Sharing Buffer Pool Memory in Multi-Tenant Relational Database-as-a-Service 2015 VLDB 7.0948913e-05
6,099 WOO: A Scalable and Multi-tenant Platform for Continuous Knowledge Base Synthesis 2013 VLDB 5.2104516e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
4,549 Database-Agnostic Workload Management 2019 CIDR 6.0926728e-05
7,420 MLBench: Benchmarking Machine Learning Services Against Human Experts 2018 VLDB 4.7347751e-05
7,138 Ease.ml/ci and Ease.ml/meter in Action: Towards Data Management for Statistical Generalization 2019 VLDB 4.8216981e-05
11,607 Ease.ml/snoopy in Action: Towards Automatic Feasibility Analysis for Machine Learning Application Development 2020 VLDB 4.1945683e-05
4,802 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 5.9114415e-05
4,961 Releasing Cloud Databases from the Chains of Performance Prediction Models 2017 CIDR 5.7984657e-05
543 MLbase: A Distributed Machine-learning System 2013 CIDR 0.00020526854
6,053 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 5.2326838e-05
11,431 Ease.ML: A Lifecycle Management System for MLDev and MLOps 2021 CIDR 4.1945683e-05
9,117 Ease.ml in Action: Towards Multi-tenant Declarative Learning Services 2018 VLDB 4.3928617e-05