Charged particle tracking via edge-classifying interaction networks

30 March 2021

G. Dezoort

S. Thais

Javier Mauricio Duarte

Papers citing "Charged particle tracking via edge-classifying interaction networks"

21 / 21 papers shown

Title
Exploring End-to-end Differentiable Neural Charged Particle Tracking -- A Loss Landscape Perspective T. Kortus Ralf Keidel N.R. Gauger 48 0 0 18 Jul 2024
Locality-Sensitive Hashing-Based Efficient Point Transformer with Applications in High-Energy Physics Siqi Miao Zhiyuan Lu Mia Liu Javier Duarte Pan Li 47 4 0 19 Feb 2024
Finetuning Foundation Models for Joint Analysis Optimization M. Vigl N. Hartman L. Heinrich 35 12 0 24 Jan 2024
Low Latency Edge Classification GNN for Particle Trajectory Tracking on FPGAs Shih-Yu Huang Yun-Chen Yang Yu-Ru Su Bo-Cheng Lai Javier Mauricio Duarte Scott Hauck Shih-Chieh Hsu Jin-Xuan Hu Mark S. Neubauer GNN 15 1 0 20 Jun 2023
Topological Reconstruction of Particle Physics Processes using Graph Neural Networks Lukas Ehrke J. A. Raine K. Zoch M. Guth T. Golling BDL AI4CE 19 10 0 24 Mar 2023
Lorentz group equivariant autoencoders Zichun Hao Raghav Kansal Javier Mauricio Duarte N. Chernyavskaya BDL DRL AI4CE 15 23 0 14 Dec 2022
Artificial intelligence for improved fitting of trajectories of elementary particles in inhomogeneous dense materials immersed in a magnetic field Saúl Alonso-Monsalve D. Sgalaberna Xingyu Zhao C. Mcgrew A. Rubbia 19 4 0 09 Nov 2022
End-to-end multi-particle reconstruction in high occupancy imaging calorimeters with graph neural networks S. Qasim N. Chernyavskaya J. Kieseler K. Long O. Viazlo M. Pierini R. Nawaz 16 23 0 04 Apr 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 23 30 0 23 Mar 2022
Graph Neural Networks for Charged Particle Tracking on FPGAs Abdelrahman Elabd Vesal Razavimaleki Shih-Yu Huang Javier Mauricio Duarte M. Atkinson ... Bo-Cheng Lai Mark S. Neubauer I. Ojalvo S. Thais Matthew Trahms GNN 30 35 0 03 Dec 2021
Particle Graph Autoencoders and Differentiable, Learned Energy Mover's Distance S. Tsan Raghav Kansal Anthony Aportela Daniel Madrigal Diaz Javier Mauricio Duarte S. Krishna Farouk Mokhtar J. Vlimant M. Pierini 18 19 0 24 Nov 2021
Explaining machine-learned particle-flow reconstruction Farouk Mokhtar Raghav Kansal Daniel Madrigal Diaz Javier Mauricio Duarte J. Pata M. Pierini J. Vlimant AI4CE 15 17 0 24 Nov 2021
Applications and Techniques for Fast Machine Learning in Science A. Deiana Nhan Tran Joshua C. Agar Michaela Blott G. D. Guglielmo ... Ashish Sharma S. Summers Pietro Vischia J. Vlimant Olivia Weng 6 71 0 25 Oct 2021
The Tracking Machine Learning challenge : Throughput phase S. Amrouche L. Basara P. Calafiura D. Emeliyanov Victor Estrade ... E. Moyse D. Rousseau A. Salzburger Andrey Ustyuzhanin J. Vlimant 113 31 0 03 May 2021
Graph Generative Models for Fast Detector Simulations in High Energy Physics A. Hariri Darya Dyachkova Sergei Gleyzer AI4CE 24 6 0 05 Apr 2021
A Living Review of Machine Learning for Particle Physics Matthew Feickert Benjamin Nachman KELM AI4CE 11 176 0 02 Feb 2021
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 183 1,027 0 06 Mar 2020
Fast inference of deep neural networks in FPGAs for particle physics Javier Mauricio Duarte Song Han Philip C. Harris S. Jindariani E. Kreinar ... J. Ngadiuba M. Pierini R. Rivera N. Tran Zhenbin Wu AI4CE 75 386 0 16 Apr 2018
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,099 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 278 1,400 0 01 Dec 2016
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 238 3,236 0 24 Nov 2016