Machine Learning for Particle Flow Reconstruction at CMS

Machine Learning for Particle Flow Reconstruction at CMS

1 March 2022

Javier Mauricio Duarte

Papers citing "Machine Learning for Particle Flow Reconstruction at CMS"

14 / 14 papers shown

Title
Denoising Graph Super-Resolution towards Improved Collider Event Reconstruction N. Kakati Etienne Dreyer Eilam Gross AI4CE 21 1 0 24 Sep 2024
A Language Model for Particle Tracking Andris Huang Yash Melkani P. Calafiura Alina Lazar D. Murnane Minh-Tuan Pham Xiangyang Ju 16 7 0 14 Feb 2024
Finetuning Foundation Models for Joint Analysis Optimization M. Vigl N. Hartman L. Heinrich 32 12 0 24 Jan 2024
Efficient and Robust Jet Tagging at the LHC with Knowledge Distillation Ryan Liu A. Gandrakota J. Ngadiuba M. Spiropulu J. Vlimant 11 2 0 23 Nov 2023
Improved particle-flow event reconstruction with scalable neural networks for current and future particle detectors J. Pata Eric Wulff Farouk Mokhtar D. Southwick Mengke Zhang M. Girone Javier Duarte 22 0 0 13 Sep 2023
Progress towards an improved particle flow algorithm at CMS with machine learning Farouk Mokhtar J. Pata Javier Mauricio Duarte Eric Wulff M. Pierini J. Vlimant AI4CE 17 7 0 30 Mar 2023
Hyperparameter optimization, quantum-assisted model performance prediction, and benchmarking of AI-based High Energy Physics workloads using HPC Eric Wulff M. Girone D. Southwick Juan Pablo García Amboage Eduard Cuba 19 1 0 27 Mar 2023
Do graph neural networks learn traditional jet substructure? Farouk Mokhtar Raghav Kansal Javier Mauricio Duarte GNN 25 11 0 17 Nov 2022
Graph Neural Networks in Particle Physics: Implementations, Innovations, and Challenges S. Thais P. Calafiura G. Chachamis G. Dezoort Javier Mauricio Duarte S. Ganguly Michael Kagan D. Murnane Mark S. Neubauer K. Terao PINN AI4CE 20 30 0 23 Mar 2022
Hyperparameter optimization of data-driven AI models on HPC systems Eric Wulff M. Girone J. Pata 9 7 0 02 Mar 2022
MLPF: Efficient machine-learned particle-flow reconstruction using graph neural networks J. Pata Javier Mauricio Duarte J. Vlimant M. Pierini M. Spiropulu 103 76 0 21 Jan 2021
Towards a Computer Vision Particle Flow F. Bello S. Ganguly Eilam Gross Marumi Kado M. Pitt Lorenzo Santi Jonathan Shlomi 75 49 0 19 Mar 2020
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 219 14,047 0 02 Dec 2016
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 258 1,398 0 01 Dec 2016