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