Literature Search

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Mining gold from implicit models to improve likelihood-free inference

Johann Brehmer
(
- New York U.
)
,
Gilles Louppe
(
- Liege U.
)
,
Juan Pavez
(
- Santa Maria U., Valparaiso
)
,
Kyle Cranmer
(
- New York U.
)

(May 30, 2018)

Published in:
- Proc.Nat.Acad.Sci. 117 (2020) 10, 5242-5249
•
e-Print:
- 1805.12244 [stat.ML]

pdflinksDOI

reference search108 citations

Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows

(May 18, 2018)

e-Print:
- 1805.07226 [stat.ML]

pdf

reference search54 citations

Constraining Effective Field Theories with Machine Learning

Johann Brehmer
(
- New York U.
)
,
Kyle Cranmer
(
- New York U.
)
,
Gilles Louppe
(
- Liege U.
)
,
Juan Pavez
(
- Santa Maria U., Valparaiso
)

(Apr 30, 2018)

Published in:
- Phys.Rev.Lett. 121 (2018) 11, 111801
•
e-Print:
- 1805.00013 [hep-ph]

linksDOI

reference search154 citations

Automatic physical inference with information maximizing neural networks

Tom Charnock
(
- Paris, Inst. Astrophys.
)
,
Guilhem Lavaux
(
- Paris, Inst. Astrophys. and
- ILP, Paris
)
,
Benjamin D. Wandelt
(
)

(Feb 10, 2018)

Published in:
- Phys.Rev.D 97 (2018) 8, 083004
•
e-Print:
- 1802.03537 [astro-ph.IM]

pdflinksDOI

reference search96 citations

Massive optimal data compression and density estimation for scalable, likelihood-free inference in cosmology

Justin Alsing
(
- Flatiron Inst., New York and
- Imperial Coll., London
)
,
Benjamin Wandelt
(
)
,
Stephen Feeney
(
- Flatiron Inst., New York
)

(Jan 4, 2018)

Published in:
- Mon.Not.Roy.Astron.Soc. 477 (2018) 3, 2874-2885
•
e-Print:
- 1801.01497 [astro-ph.CO]

pdfDOI

reference search130 citations

The Matrix Element Method at next-to-leading order QCD for hadronic collisions: Single top-quark production at the LHC as an example application

Till Martini
(
- Humboldt U., Berlin
)
,
Peter Uwer
(
- Humboldt U., Berlin
)

(Dec 12, 2017)

Published in:
- JHEP 05 (2018) 141
•
e-Print:
- 1712.04527 [hep-ph]

DOI

reference search29 citations

Better Higgs-CP Tests Through Information Geometry

Johann Brehmer
(
- New York U., CCPP
)
,
Felix Kling
(
- UC, Irvine
)
,
Tilman Plehn
(
- U. Heidelberg, ITP
)
,
Tim M. P. Tait
(
- UC, Irvine and
- Amsterdam U.
)

(Dec 6, 2017)

Published in:
- Phys.Rev.D 97 (2018) 9, 095017
•
e-Print:
- 1712.02350 [hep-ph]

DOI

reference search64 citations

Modeling Smooth Backgrounds and Generic Localized Signals with Gaussian Processes

Meghan Frate
(
- UC, Irvine
)
,
Kyle Cranmer
(
- New York U.
)
,
Saarik Kalia
(
- MIT, Cambridge, Dept. Phys.
)
,
Alexander Vandenberg-Rodes
,
Daniel Whiteson
(
- UC, Irvine
)

(Sep 17, 2017)

e-Print:
- 1709.05681 [physics.data-an]

pdf

reference search56 citations

Adversarial Variational Optimization of Non-Differentiable Simulators

(Jul 22, 2017)

e-Print:
- 1707.07113 [stat.ML]

pdf

reference search10 citations

Masked Autoregressive Flow for Density Estimation

#10

(May 19, 2017)

e-Print:
- 1705.07057 [stat.ML]

pdf

reference search164 citations

Hierarchical Implicit Models and Likelihood-Free Variational Inference

#11

Dustin Tran
(
- Columbia U.
)
,
Rajesh Ranganath
(
- Princeton U. (main)
)
,
David M. Blei

(Feb 28, 2017)

e-Print:
- 1702.08896 [stat.ML]

pdf

reference search7 citations

Better Higgs boson measurements through information geometry

#12

Johann Brehmer
(
- U. Heidelberg, ITP
)
,
Kyle Cranmer
(
- New York U., CCPP and
- New York U.
)
,
Felix Kling
(
- UC, Irvine
)
,
Tilman Plehn
(
- U. Heidelberg, ITP
)

(Dec 15, 2016)

Published in:
- Phys.Rev.D 95 (2017) 7, 073002
•
e-Print:
- 1612.05261 [hep-ph]

pdfDOI

reference search72 citations

Learning to Pivot with Adversarial Networks

#13

Gilles Louppe
(
- New York U. (main)
)
,
Michael Kagan
,
Kyle Cranmer
(
- New York U.
)

(Nov 3, 2016)

e-Print:
- 1611.01046 [stat.ML]

pdflinks

reference search125 citations

Handbook of LHC Higgs Cross Sections: 4. Deciphering the Nature of the Higgs Sector

#14

LHC Higgs Cross Section Working Group

•

D. de Florian
(
- ICAS, UNSAM, Buenos Aires
)

et al.

(Oct 25, 2016)

Published in:
- CERN Yellow Reports: Monographs, 2/2017
•
e-Print:
- 1610.07922 [hep-ph]

pdf

reference search2,445 citations

WaveNet: A Generative Model for Raw Audio

#15

et al.

(Sep 12, 2016)

e-Print:
- 1609.03499 [cs.SD]

pdf

reference search101 citations

Maximizing the significance in Higgs boson pair analyses

#16

Felix Kling
(
- Arizona U. and
- Fermilab
)
,
Tilman Plehn
(
- U. Heidelberg, ITP
)
,
Peter Schichtel
(
- Durham U., IPPP
)

(Jul 25, 2016)

Published in:
- Phys.Rev.D 95 (2017) 3, 035026
•
e-Print:
- 1607.07441 [hep-ph]

linksDOI

reference search62 citations

Conditional Image Generation with PixelCNN Decoders

#17

et al.

(Jun 16, 2016)

e-Print:
- 1606.05328 [cs.CV]

pdf

reference search28 citations

Constraining anomalous Higgs boson couplings to the heavy flavor fermions using matrix element techniques

#18

Andrei V. Gritsan
(
- Johns Hopkins U.
)
,
Raoul Röntsch
(
- KIT, Karlsruhe
)
,
Markus Schulze
(
- CERN
)
,
Meng Xiao
(
- Johns Hopkins U.
)

(Jun 9, 2016)

Published in:
- Phys.Rev.D 94 (2016) 5, 055023
•
e-Print:
- 1606.03107 [hep-ph]

DOI

reference search184 citations

Density estimation using Real NVP

#19

(May 27, 2016)

e-Print:
- 1605.08803 [cs.LG]

pdf

reference search210 citations

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

#20

et al.

(Mar 14, 2016)

e-Print:
- 1603.04467 [cs.DC]

pdf

reference search483 citations

Parameterized neural networks for high-energy physics

#21

(Jan 28, 2016)

Published in:
- Eur.Phys.J.C 76 (2016) 5, 235
•
e-Print:
- 1601.07913 [hep-ex]

DOI

reference search243 citations

Measuring the Higgs-bottom coupling in weak boson fusion

#22

Christoph Englert
(
- Glasgow U.
)
,
Olivier Mattelaer
(
- Durham U., IPPP
)
,
Michael Spannowsky
(
- Durham U., IPPP
)

(Dec 10, 2015)

Published in:
- Phys.Lett.B 756 (2016) 103-108
•
e-Print:
- 1512.03429 [hep-ph]

DOI

reference search29 citations

Pushing Higgs Effective Theory to its Limits

#23

Johann Brehmer
(
- U. Heidelberg, ITP
)
,
Ayres Freitas
(
- Pittsburgh U.
)
,
David Lopez-Val
(
- Louvain U., CP3
)
,
Tilman Plehn
(
- U. Heidelberg, ITP
)

(Oct 12, 2015)

Published in:
- Phys.Rev.D 93 (2016) 7, 075014
•
e-Print:
- 1510.03443 [hep-ph]

pdfDOI

reference search110 citations

Extending the Matrix Element Method beyond the Born approximation: Calculating event weights at next-to-leading order accuracy

#24

Till Martini
(
- Humboldt U., Berlin
)
,
Peter Uwer
(
- Humboldt U., Berlin
)

(Jun 29, 2015)

Published in:
- JHEP 09 (2015) 083
•
e-Print:
- 1506.08798 [hep-ph]

DOI

reference search52 citations

Approximating Likelihood Ratios with Calibrated Discriminative Classifiers

#25

Kyle Cranmer
(
- New York U.
)
,
Juan Pavez
(
- Santa Maria U., Valparaiso
)
,
Gilles Louppe
(
- New York U.
)

(Jun 6, 2015)

e-Print:
- 1506.02169 [stat.AP]

pdflinks

reference search189 citations

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