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Mini-workshop on Graph Neural Networks for Tracking
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US/Eastern
Princeton University
Princeton University
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Description
Graph networks show great promise for HEP tracking on detectors ranging from silicon trackers to LAr TPCs. As the demonstrators are applied to increasingly realistic datasets, they face computing and physics performance challenges. This workshop aims to discuss these challenges and new ideas to address them. The list includes (but is certainly not limited to)
- Size/purity/efficiency tradeoff for the graphs presented as input to the GNNs
- Parallelization strategies for tracking graph networks (Region of Interest tracking, geometric partitioning, etc.)
- Graph (and model) compression, pruning, partitioning for online applications
- Model resilience to detector effects (noise, alignment, etc.) and new physics domains (e.g., large radius tracking).
- Heterogeneous graph networks operating on multiple detector types and at multiple abstraction levels (e.g., channel, cluster, view, track, particle)
- Physics-informed models incorporating symmetry constraints, etc.
- Object condensation, instance segmentation, and other approaches to extract directly track parameters
- Graph-level inference for event classification
This workshop will be a one day event held at Princeton University, following the Connecting the Dots workshop. In person and virtual participation is planned.
Participants
Abraham Kahn
Adeel Akram
Alec lancaster
Alejandro Maza Villalpando
Alessandra Camplani
Alessandro Scarabotto
Alexander Rakowski
Alexis Vallier
Ali Kaan Güven
Ali Yoonesyaan
Alice Gatti
Alina Lazar
Aman Mukesh Desai
Ameya Thete
Amy Tee
Andreas Salzburger
André Günther
Angelos Tsiamis
Anush Kini
Apurva Narde
Arnab Purohit
Artem Golovatiuk
Balasubramaniam K M
Bartosz Sobol
Benjamin Schwenker
Brij Kishor Jashal
Cesar Bernardes
Charline Rougier
Christopher Edward Brown
Chun-Yi Wang
Chunhui Li
Claire Savard
Congqiao Li
Daniel Thomas Murnane
Daniele Dal Santo
Dantong Yu
David Lange
Davide Di Croce
Debasish Das
Dhanush Anil Hangal
Diletta Chiaro
DIMITRIOS DARDANIS
Dmitrii Torbunov
Donal Joseph Mc Laughlin
Dylan Sheldon Rankin
Eduard Cuba
Elham E Khoda
Elizabeth Sexton-Kennedy
Fang-Ying Tsai
Fernando Torales Acosta
Francesca Pastore
Francesco Grieco
Francisco Neves
Frank Sauerburger
Gabriel Facini
Gage DeZoort
Gianni Shigeru Setoue Liveraro
Giorgian Borca-Tasciuc
Giovanna Lazzari Miotto
Giovanni Guerrieri
Giuseppe Cerati
Gourab Saha
Greta Heine
Haiwang Yu
Hao Zhang
Haris Avudaiyappan Murugan
Hendrik Borras
Hongtao Yang
Ines Ochoa
Irena Veljanovic
Irina Ene
Isobel Ojalvo
Izaac Sanderswood
Jackson Carl Burzynski
Jacopo Cerasoli
Jan Stark
Jason Li
Javier Mauricio Duarte
Jessica Leveque
Jieun Yoo
Jingyu Luo
Joachim Zinsser
Johannes Wagner
Jonas Eschle
Jose Luis Carrasco Huillca
Jose Manuel Clavijo Columbie
José Fernando Mandeur Díaz
Judita Mamuzic
Julian Nowak
Junaid MIR
Junaid MIR
Karolos Potamianos
Kaushal Gumpula
Lailin Xu
Lea Reuter
Leonardo Vannoli
Liv Vage
Luca Pontisso
Lucas Nunes Lopes
Lucas Santiago Borgna
Makayla Vessella
Marcin Wolter
Marek Biros
Mark Neubauer
Markus Elsing
Markus Julian Atkinson
Martino Tanasini
Mary Touranakou
Masahiko Saito
Massimo Bosetti
minsang kim
Miroslav Kubů
Miroslav Saur
Mohammed Faraj
Mohsen Ghazi
Muhammad Farooq
Nathan Hütsch
NDUNG'U NDEGWA
Nicola Calabrese
Nikolai Fomin
Nilotpal Kakati
Nisha Lad
Omar Alterkait
Pablo Martín Ramiro
Paolo Calafiura
Peilian Li
Peiyong Jiang
Peter Elmer
Philipp Dorwarth
Pieter Ghysels
Piotr Zarzycki
Piyush Karande
PRALAY DAS
Prasant Kumar Rout
Promita Roy
Rahmat Rahmat
Rajeev Singh
Raphael Cobe
Riley Henderson
Rocky Bala Garg
Roger Huang
Ron Settles
Rongkun Wang
Rostam Karimi Khozani
Ryan Liu
Ryu Sawada
Sabin Hashmi Kalavan Kadavath
Saiful Islam
Sakib Rahman
Salvador Marti I Garcia
Samuel Van Stroud
Sanmay Ganguly
Saumya Saumya
Savannah Jennifer Thais
Sayanta Neogi
Sebastian Dittmeier
Sebastien Rettie
Shih-Chieh Hsu
Shivam Raj
Silvia Benegiano
Slavomira Stefkova
Snehankit Pattnaik
Sridhar Tripathy
Stefania Xella
Subhendu Das
Sudeshna Banerjee
Suman Das Gupta
Sylvain Caillou
Teng LI
Thomas Ackernley
Thomas Klijnsma
Tingting Xuan
Torben Ferber
Vasilis Belis
Vishal Kumar
Vishal Thengane
Vladimir Bocharnikov
Wai Yuen Chan
Waleed Esmail
Wasikul Islam
Wei Huang
Xavier Eric Ouvrard
Xiangyang Ju
Xiaoqian Jia
Yang Lyu
Yangjie Su
Yannik Buch
Yao Zhang
Yara Shousha
Yi Huang
Yimin Zhu
Yu Hu
Zhihua Liang
Zhiliang Chen
