This document discusses non-Abelian dark sectors, which could explain dark matter anomalies like the DAMA signal. It describes how a new SU(Nc) gauge sector that confines at a scale Λdark could give rise to composite dark matter particles like dark pions and rhos. Interactions between the standard model and dark sectors could produce distinctive collider signatures like lepton jets containing opposite-sign, collimated lepton pairs. Further advances in theory are needed to fully understand hadronization in the dark sector and make precise predictions of collider signals.
Xavier Amatriain, VP of Engineering, Quora at MLconf SEA - 5/01/15MLconf
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In this talk I will describe some interesting uses of machine learning at Quora that range from different recommendation approaches such as personalized ranking to classifiers built to detect duplicate questions or spam. I will describe some of the modeling and feature engineering approaches that go into building these systems. I will also share some of the challenges faced when building such a large-scale knowledge base of human-generated knowledge.
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In this talk I will describe some interesting uses of machine learning at Quora that range from different recommendation approaches such as personalized ranking to classifiers built to detect duplicate questions or spam. I will describe some of the modeling and feature engineering approaches that go into building these systems. I will also share some of the challenges faced when building such a large-scale knowledge base of human-generated knowledge.
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One part of the presntation shows the key formulae behind viral marketing.
Suitable for marketers or for product designers.
Quora is a powerful marketing and outreach tool, if you resist the urge to spam the crap out of it. At Pubcon 2016, I went over the stuff that's made it a useful platform for me, as a Quora amateur.
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3. Non-Abelian Dark Sectors
SM DM
1
Ldark = − Tr Gµν + q iD q + m¯q
2
¯ q
2
Confines or is Broken at low energies
2π
Λdark ∼ exp −
b0 αdark
Large range of possibilities
4. Non-Abelian Dark Sectors
SM DM
1
Ldark = − Tr Gµν + q iD q + m¯q
2
¯ q
2
Confines or is Broken at low energies
2π
Λdark ∼ exp −
b0 αdark
Large range of possibilities
SU (Nc ) gauge group
Light flavors
Heavy flavors
5. 11 Years of Oscillation
A distinctive recoil spectrum
6. Inelastic Dark Matter
Tucker-Smith Weiner (2001)
Dark matter has 2 nearly Scattering off the SM is
degenerate states Ψ1 → Ψ2
Ψ2 N
δm ∼ O(100 keV)
Ψ2
Ψ1 Ψ1 N
3 Consequences:
Scatters off of heavier nuclei (CDMS ineffective)
Large recoil energy (Xe10 Zep3 didn’t look)
Large modulation fraction (Smaller absolute signal)
7. Inelastic Dark Matter
A new number to explain:
δm
m 10∼ −6
Sign of dark sector dynamics
First of many splittings
New interactions to discover
Changes what questions are interesting
8. Composite Dark Matter
A new SU(Nc) gauge sector
Confines at ΛDark
mH
qL mL Λdark
A pair of quarks:
qH mH Λdark Λdark
mL
9. Composite Dark Matter
A new SU(Nc) gauge sector
Confines at ΛDark
mH
qL mL Λdark
A pair of quarks:
qH mH Λdark Λdark
mL
A cosmological asymmetry
(nH − nH ) = −(nL − nL ) = 0
¯ ¯
At T ΛDark DM is in
¯
qH qL bound states
Dark Mesons
10. Degeneracy of the Ground State
Heavy quark spin preserved in electric interactions
Dark Chromomagnetic interaction breaks spin symmetry
¯
qH qL ρd σ
m ·B
πd δH ∼ mH
Spin 0 Spin 1
Dark Pion Dark Rho
πd ρd
mρd − mπd Λ2
∼ Dark
mH
Doesn’t require adding new symmetry and breaking it
Accidental global symmetry from Lorentz Invariance
11. Coupling to the SM
Kinetically Mix U (1)Y with U (1)dark
µν
Lmix = Fdark FY µν
U(1)Y U(1)dark
SM DM
χ
µ
At low energy Lint = Adark jEM µ
Higgs U(1)dark near EW scale
LHiggs = |Dµ φd | − V (φd ) −→
2 2 2
md Ad
12. Inelastic Dark Matter
Combining all null experiments with DAMA
140
120
mπd ∼ 70 GeV
δm ∼ 95 keV
∆m keV
100
80
60
Dark Matter Mass GeV
100 200 300 400 500 600
Λdark δm mπd 80 MeV
Beneath Hadronic threshold
14. Collider Signatures
+
−
+
Light mesons
ωD ηD − √
ωD s ΛD
23-4/5-))'
0/-(*5506)'!-7')
!#$%'()*#
+*,'#-. qD
+!#*/01)0*/
√
s ΛD
−
e + #*89+5:-;+'#0(5-
e ''/)
¯
qD
γ
mA ΛD
ωD
+ ωD ωD Lepton Jets
=**)'!-;#*!8()-
#'(*05-*-;+*)*/
−
− ηD
+ − + ωD
15. New Tools
New Strong Signal Simulation
(J. Wacker w/ S. Schumann, P. Richardson, F. Krauss)
Dark Showering
Sherpa Herwig
Hadron Spectrum
DarkSpecGen Dark Hadronization
Sherpa Herwig
Cascading to SM
DarkSpecGen
16. Boosted Physics
When high pT particles
cascade to SM final states
producing collimated final states
“Lepton Jets”
A Challenging Environment
Reconstruction is difficult
Isolation cuts out signal
Cascades produce heterogeneous final states
17. 1 Light Flavor Spectrum
No light pions - Only eta prime
No hadronic decays
~1 dozen quasi stable particles
2Λdark
2++ 1−+ 2−−
2 +−
1+− 0−−
0−+ 1− −
Λdark 0++
0+−
J ++ J +− J −+ J −−
Only “weak” decays: quasi-stable particles
18. 1 Light Flavor Spectrum
No light pions - Only eta prime
No hadronic decays
~1 dozen quasi stable particles
2Λdark
2++ 1−+ 2−−
2 +−
1+− 0−−
0−+ 1− −
Λdark 0++
0+−
J ++ J +− J −+ J −−
Only “weak” decays: quasi-stable particles
!#$%'' +$,#'%-+.)(
ωD #()*#! ηD $/0$,$1'-
A∗ A∗
19. 1 Light Flavor Spectrum
No light pions - Only eta prime
No hadronic decays
~1 dozen quasi stable particles
2Λdark
2++ 1−+ 2−−
2 +−
1+− 0−−
0−+ 1− −
Λdark 0++
0+−
J ++ J +− J −+ J −−
Only “weak” decays: quasi-stable particles
!#$%'' +$,#'%-+.)(
ωD #()*#! ηD $/0$,$1'-
A∗ A∗
20. 1 Light Flavor Spectrum
No light pions - Only eta prime
No hadronic decays
~1 dozen quasi stable particles
2Λdark
2++ 1−+ 2−−
2 +−
1+− 0−−
0−+ 1− −
Λdark 0++
0+−
J ++ J +− J −+ J −−
Only “weak” decays: quasi-stable particles
!#$%'' +$,#'%-+.)(
ωD #()*#! ηD $/0$,$1'-
A∗ A∗
Some short-lived Some long lived
Lots of visible particles
25. No light flavors
“Quirks” (Luty et al 2008)
Spectra similar to 1 light flavor
(Lattice calculations available)
We don’t know how to hadronize
(how to cut color lines)
More theory work necessary
29. Outlook
Non-Abelian Dark Sectors dynamics can explain anomalies
New collider signatures predicted
How to match signals on to theories?
Advances in theory are needed
Hadronization
Hadronic spectrum
Showering
Lots of work in progress...