AUTOMATA: Gradient Based Data Subset Selection for Compute-Efficient
Hyper-parameter Tuning

AUTOMATA: Gradient Based Data Subset Selection for Compute-Efficient Hyper-parameter Tuning

15 March 2022

Krishnateja Killamsetty

Guttu Sai Abhishek

Ganesh Ramakrishnan

Rishabh K. Iyer

ArXiv (abs)PDF HTML

Papers citing "AUTOMATA: Gradient Based Data Subset Selection for Compute-Efficient Hyper-parameter Tuning"

18 / 18 papers shown

Title
Foundation Model Insights and a Multi-Model Approach for Superior Fine-Grained One-shot Subset Selection Zhijing Wan Zhixiang Wang Zheng Wang Xin Xu Shiníchi Satoh 36 0 0 17 Jun 2025
SELECT: A Submodular Approach for Active LiDAR Semantic Segmentation Ruiyu Mao Sarthak Kumar Maharana Xulong Tang Yunhui Guo 3DPC 86 0 0 06 May 2025
Influential Language Data Selection via Gradient Trajectory Pursuit Zhiwei Deng Tao Li Yang Li 62 1 0 22 Oct 2024
MelissaDL x Breed: Towards Data-Efficient On-line Supervised Training of Multi-parametric Surrogates with Active Learning Sofya Dymchenko Abhishek Purandare Bruno Raffin AI4CE 58 0 0 08 Oct 2024
STONE: A Submodular Optimization Framework for Active 3D Object Detection Ruiyu Mao Sarthak Kumar Maharana Rishabh K Iyer Yunhui Guo 3DPC 59 1 0 04 Oct 2024
Data Pruning via Separability, Integrity, and Model Uncertainty-Aware Importance Sampling Steven Grosz Rui Zhao Rajeev Ranjan Hongcheng Wang Manoj Aggarwal Gérard Medioni Anil Jain VLM 94 1 0 20 Sep 2024
Efficient Data Subset Selection to Generalize Training Across Models: Transductive and Inductive Networks Eeshaan Jain Tushar Nandy Gaurav Aggarwal Ashish Tendulkar Rishabh K. Iyer A. De 74 11 0 18 Sep 2024
SMART: Submodular Data Mixture Strategy for Instruction Tuning Kowndinya Renduchintala S. Bhatia Ganesh Ramakrishnan 90 5 0 13 Mar 2024
Contributing Dimension Structure of Deep Feature for Coreset Selection Zhijing Wan Zhixiang Wang Yuran Wang Zheng Wang Hongyuan Zhu Shiníchi Satoh 82 8 0 29 Jan 2024
ASP: Automatic Selection of Proxy dataset for efficient AutoML Peng Yao Chao Liao Jiyuan Jia Jianchao Tan Bin Chen Chengru Song Di Zhang 57 3 0 17 Oct 2023
SCoRe: Submodular Combinatorial Representation Learning Anay Majee Suraj Kothawade Krishnateja Killamsetty Rishabh K. Iyer 136 1 0 29 Sep 2023
Comparative study of subset selection methods for rapid prototyping of 3D object detection algorithms K. Lis T. Kryjak 3DPC 66 0 0 30 Jun 2023
$Two-step hyperparameter optimization method: Accelerating hyperparameter search by using a fraction of a training dataset$ Two-step hyperparameter optimization method: Accelerating hyperparameter search by using a fraction of a training dataset Sungduk Yu M. Pritchard Po-Lun Ma Balwinder Singh S. Silva 82 2 0 08 Feb 2023
MILO: Model-Agnostic Subset Selection Framework for Efficient Model Training and Tuning Krishnateja Killamsetty A. Evfimievski Tejaswini Pedapati K. Kate Lucian Popa Rishabh K. Iyer 67 8 0 30 Jan 2023
Practical Differentially Private Hyperparameter Tuning with Subsampling A. Koskela Tejas D. Kulkarni 114 17 0 27 Jan 2023
Speeding up NAS with Adaptive Subset Selection Vishak Prasad Colin White P. Jain Sibasis Nayak Ganesh Ramakrishnan BDL 90 6 0 02 Nov 2022
A Survey of Dataset Refinement for Problems in Computer Vision Datasets Zhijing Wan Zhixiang Wang CheukTing Chung Zheng Wang 99 10 0 21 Oct 2022
Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities Brian Bartoldson B. Kailkhura Davis W. Blalock 107 51 0 13 Oct 2022

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.