TrackML Challenge: grand finale
The HL-LHC will see ATLAS and CMS see proton bunch collisions reaching track multiplicity up to 10.000 charged tracks per event. Algorithms need to be developed to harness the increased combinatorial complexity. To engage the Computer Science community to contribute new ideas, we have organized a Tracking Machine Learning challenge (TrackML). Participants were provided events with 100k 3D points, and are asked to group the points into tracks; they are also given a 100GB training dataset including the ground truth.
The TrackML challenge has run in two phases.
- The first "Accuracy" phase has run on Kaggle platform from May to August 2018; algorithms were judged judged only on a score related to the fraction of correctly assigned hits. The first phase has seen 653 participants, with top performers with innovative approaches, exposed at NeurIPS 2018 Competition workshop and documented in 1904.06778
- The second "Throughput" phase ran Sep 2018 to March 2019 on Codalab, required code submission; algorithms were then ranked by combining accuracy and speed. It has seen astonishingly fast submissions.
This workshop will gather at CERN organizers, top competitors and anyone with interest with fast tracking.
Registration is free.
Non CERN user are welcome (they need to tick the appropriate box in the registration form).
The workshop takes place from Monday 1:30PM to Tuesday 5:30PM. Tuesday morning is reserved for visit of CERN highlights for non HEP participants.In particular, visits of ATLAS or CMS experiments which will be exceptionally open are foreseen. (Visits are fully booked, new registrants will be on the waiting list).
Contact : trackml-contact@googlegroups.com
Adam Abed Abud
Akanksha Ahuja
Andrea Valassi
Andreas Salzburger
asaf reina
Benjamin Wynne
Blerina Gkotse
Cécile Germain
Dalila Salamani
Dan Shaked Renous
Daohang Tong
David Rousseau
Dimitri Bourilkov
Dmitry Emeliyanov
Emanuele Usai
Fons Rademakers
Gerhard Hejc
Gioacchino Vino
Graeme A Stewart
Hok Chuen Cheng
Ioannis Chalkiadakis
Jean-Roch Vlimant
Jessica Leveque
jin zhang
Jonas Latt
Jovan Mitrevski
Karolos Potamianos
Kehinde Gbenga Tomiwa
Kim Albertsson
Koji Terashi
Laurent Basara
Liam Finnie
Ligang Xia
Luca Federici
Luis Pinto Cabrera
Mads Ehrhorn Kjær
Marcel Kunze
Markus Elsing
Matthias Danninger
Maurizio Pierini
Moritz Kiehn
Nicole Finnie
Nora Emilia Pettersson
Olena Linnyk
Peter Messmer
Ricardo Brito Da Rocha
Rishabh Uniyal
Ryu Sawada
Sabrina Amrouche
Saeid Talebi Motlagh
Sebastiano Spinali
Sergey Gorbunov
Sharad Chitlangia
Sophie Nicole Gorbunova
Tatjana Mechler
Thomas Charman
Tobias Isenberg
Victor Estrade
Violetta Gorbunova
Waleed Esmail
Xavier Coubez
Xiyao Wang
Yuval Reina