TrimTuner: Efficient Optimization of Machine Learning Jobs in the Cloud
via Sub-Sampling

TrimTuner: Efficient Optimization of Machine Learning Jobs in the Cloud via Sub-Sampling

9 November 2020

Papers citing "TrimTuner: Efficient Optimization of Machine Learning Jobs in the Cloud via Sub-Sampling"

13 / 13 papers shown

Title
A Trajectory-Based Bayesian Approach to Multi-Objective Hyperparameter Optimization with Epoch-Aware Trade-Offs Wenyu Wang Zheyi Fan Szu Hui Ng 33 0 0 24 May 2024
Adapting Multi-objectivized Software Configuration Tuning Tao Chen Miqing Li 24 7 0 06 Apr 2024
Towards a Peer-to-Peer Data Distribution Layer for Efficient and Collaborative Resource Optimization of Distributed Dataflow Applications Dominik Scheinert Soeren Becker Jonathan Will Luis Englaender L. Thamsen 17 0 0 24 Nov 2023
Karasu: A Collaborative Approach to Efficient Cluster Configuration for Big Data Analytics Dominik Scheinert Philipp Wiesner Thorsten Wittkopp L. Thamsen Jonathan Will O. Kao 8 1 0 22 Aug 2023
Hyper-parameter Tuning for Adversarially Robust Models Pedro Mendes Paolo Romano David Garlan AAML 24 2 0 05 Apr 2023
Perona: Robust Infrastructure Fingerprinting for Resource-Efficient Big Data Analytics Dominik Scheinert Soeren Becker Jonathan Bader L. Thamsen Jonathan Will O. Kao 14 3 0 15 Nov 2022
Batch Multi-Fidelity Active Learning with Budget Constraints Shibo Li J. M. Phillips Xin Yu Robert M. Kirby Shandian Zhe 96 15 0 23 Oct 2022
Planning Landscape Analysis for Self-Adaptive Systems Tao Chen 22 7 0 23 Mar 2022
Supervising the Multi-Fidelity Race of Hyperparameter Configurations Martin Wistuba Arlind Kadra Josif Grabocka 30 14 0 20 Feb 2022
Lifelong Dynamic Optimization for Self-Adaptive Systems: Fact or Fiction? Tay-Yu Chen 14 14 0 18 Jan 2022
MMO: Meta Multi-Objectivization for Software Configuration Tuning Pengzhou Chen Tao Chen Miqing Li 22 9 0 14 Dec 2021
HyperJump: Accelerating HyperBand via Risk Modelling Pedro Mendes Maria Casimiro Paolo Romano David Garlan 22 7 0 05 Aug 2021
Multi-Objectivizing Software Configuration Tuning (for a single performance concern) Tao Chen Miqing Li 13 30 0 31 May 2021