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Monday, 8 April 2019 - INDIRECT DETECTION
Dinner Reception
Tuesday, 9 April 2019 - PARTICLE PHYSICS
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
Workshop Dinner
Thursday, 11 April 2019 - DIRECT DETECTION
Friday, 12 April 2019
Displaying
49
contributions
out of
49
An application of unsupervised learning method in HEP data analysis
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
NoveltyICTP_04102019.pdf
Bayesian Tools for Dark Matter Searches
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
DarkMachines_Trieste_2019.pptx
Bayesian reconstruction of the Milky Way dark matter distribution
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
Karukes_pdf.pdf
Boosting New Physics Searches with Machine Learning
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
ICTP_Trieste_workshop_2019.pdf
Brainstorming + Status of challenges
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
DarkMachine_Trieste_ColliderDiscussion.pdf
PSchallenge-GZ.pdf
Brainstorming + Status of challenges
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
DarkMachine_Trieste_ColliderDiscussion.pdf
Collider searches for Dark Matter at LHC using machine learning
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
finaltalkICTP.pdf
Computer vision
Session:
Monday, 8 April 2019 - INDIRECT DETECTION
DM & CTA
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
TriesteSMangano.pdf
DM and gravitational lensing
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
Deep Generative Models: Foundations, applications and open problems (Video Call)
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
Determining the dark matter clumps parameters from strong gravitational microlensing events
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
EHT Press Conference
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
Elementary particle based models for Dark Matter on galaxy scales
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
ICTP-talk-2019.pdf
Event Generation with Deep Generative Models
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
Fermi-LAT sky
Session:
Monday, 8 April 2019 - INDIRECT DETECTION
Johannesson_FermiSky.pdf
Gaussian processes and deep learning (Video Call)
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
Deep_Neural_Networks_as_GPs_(darkmachines_19).pdf
IFPU lectures - Elements of ML (= statistical learning) theory
Session:
Monday, 8 April 2019 - INDIRECT DETECTION
IFPU lectures - Neural networks (from logistic regression to deep networks)
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
Information field theory
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
IFT.pdf
Likelihood-free Markov chain Monte Carlo with Approximate Likelihood Ratios
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
ML and cosmic ray shower reconstruction with CTA
Session:
Monday, 8 April 2019 - INDIRECT DETECTION
DNieto_DarkMachines19.pdf
Magnifying (unknown) rare clusters to increase the chance of detection, using unsupervised learning
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
UnsupervisedLearning-of-RarePatterns.Merenyi.pdf
New data challenge on deep probabilistic programming
Session:
Monday, 8 April 2019 - INDIRECT DETECTION
Next steps
Session:
Friday, 12 April 2019
Noisy-input classification of Fermi-LAT unidentified point-like sources
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
zaldivar_darkmachines19.pdf
Overview of direct detection challenges
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
Dark_machines_-_XENON1T.pdf
Overview of indirect DM search challenges
Session:
Monday, 8 April 2019 - INDIRECT DETECTION
1904ICTPserpico.pdf
Overview of the LSST DM program
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
LSST_darkmachine_trieste_2019.pdf
Probabilistic Programming and Inference in Particle Physics
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
baydin_ictp_dark_matter_20190409.pdf
Probabilistic programming
Session:
Monday, 8 April 2019 - INDIRECT DETECTION
PP_ICTP_Rajat.pdf
Recent results from the GAMBIT collaboration
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
DarkMachines-MJW-Apr2019.pdf
Ristorante Menarosti, Via del Toro 12, Trieste
Session:
Workshop Dinner
DirectionsTipsMenarosti.pdf
Search for dark substructure in Gaia stellar field using CNN
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
MihaelPetac_GaiaCNN.pdf
Search for patterns in physics: from particles to dark matter
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
JMolina_ICTP-DMML.pdf
Searches for DM at the Large Hadron Collider
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
20180408_Doglioni_DMSearchesLHC.pdf
Status of challenges + Brainstorming
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
Status of challenges + Brainstorming
Session:
Monday, 8 April 2019 - INDIRECT DETECTION
DarkMachinesSamplingTriesteApr2019.pdf
Strong Gravitational Lensing Systems with Machine Learning: first results on Dark Matter substructures
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
ChianeseTrieste19.pdf
Strong Gravitational Lensing and ML: Methodology
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
acoogan_slides_2.pdf
Summary of darkmachines.org challenges
Session:
Friday, 12 April 2019
Tagging jets with LDA topic models
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
LDAtalk_v2.pdf
Using machine learning to unlock Gaia's full potential to determine the dark matter halo
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
Variational Autoencoders
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
luc.pdf
Welcome address
Session:
Monday, 8 April 2019 - INDIRECT DETECTION
Welcome.pdf
Work in groups
Session:
Tuesday, 9 April 2019 - PARTICLE PHYSICS
Work in groups
Session:
Monday, 8 April 2019 - INDIRECT DETECTION
Work in groups
Session:
Thursday, 11 April 2019 - DIRECT DETECTION
Work in groups (TBC)
Session:
Wednesday, 10 April 2019 - GRAVITATIONAL LENSING
Organizers
Andrea De Simone (SISSA), Piero Ullio (SISSA), Gabrijela Zaharijas (CAC/UNG), Local Organiser: Paolo Creminelli
Co-sponsors