127 research outputs found
Introduction to XLOOPS
The program package XLOOPS calculates massive one- and two-loop Feynman
diagrams. It consists of five parts:
i) a graphical user interface
ii) routines for generating diagrams from particle input
iii) procedures for calculating one-loop integrals both analytically and
numerically
iv) routines for massive two-loop integrals
v) programs for numerical integration of two-loop diagrams. The package
relies on the application of parallel space techniques. The treatment of tensor
structure and the separation of UV and IR divergences in analytic expressions
is described in this scheme. All analytic calculations are performed with
MAPLE. Two-loop examples taken from Standard Model calculations are presented.
The method has recently been extended to all two-loop vertex topologies,
including the crossed topology, graphs with divergent subloops and IR divergent
diagrams. This will be included in the XLOOPS package in the near future.Comment: 30 pages, LaTeX, uses epsfi
Virtual annihilation contribution to orthopositronium decay rate
Order alpha^2 contribution to the orthopositronium decay rate due to
one-photon virtual annihilation is found to be
delta Gamma = (alpha/pi)^2 (pi^2 ln(alpha) - 0.8622(9))Gamma_LO.Comment: 2 pages, no figure
Double-Condensing Attention Condenser: Leveraging Attention in Deep Learning to Detect Skin Cancer from Skin Lesion Images
Skin cancer is the most common type of cancer in the United States and is
estimated to affect one in five Americans. Recent advances have demonstrated
strong performance on skin cancer detection, as exemplified by state of the art
performance in the SIIM-ISIC Melanoma Classification Challenge; however these
solutions leverage ensembles of complex deep neural architectures requiring
immense storage and compute costs, and therefore may not be tractable. A recent
movement for TinyML applications is integrating Double-Condensing Attention
Condensers (DC-AC) into a self-attention neural network backbone architecture
to allow for faster and more efficient computation. This paper explores
leveraging an efficient self-attention structure to detect skin cancer in skin
lesion images and introduces a deep neural network design with DC-AC customized
for skin cancer detection from skin lesion images. The final model is publicly
available as a part of a global open-source initiative dedicated to
accelerating advancement in machine learning to aid clinicians in the fight
against cancer
alpha^2 corrections to parapositronium decay: a detailed description
We present details of our recent calculation of alpha^2 corrections to the
parapositronium decay into two photons. These corrections are rather small and
our final result for the parapositronium lifetime agrees well with the most
recent measurement. Implications for orthopositronium decays are briefly
discussed.Comment: 18 pages, late
The photon energy spectrum in B-> X_s + \gamma in perturbative QCD through O(\alpha_s^2)
We derive the dominant part of the O(\alpha_s^2) correction to the photon
energy spectrum in the inclusive decay B-> X_s+gamma. The detailed knowledge of
the spectrum is important for relating the theoretical calculations of the B->
X_s + \gamma decay rate and the experimental measurements where a cut on the
photon energy is applied. In addition, moments of the photon energy spectrum
are used for the determination of the b-quark mass and other fundamental
parameters of heavy quark physics. Our calculation reduces the theoretical
uncertainty associated with uncalculated higher orders effects and shows that,
for B-> X_s+\gamma, QCD radiative corrections to the photon energy spectrum are
under theoretical control.Comment: 8 pages, 6 figures; references adde
Top quark production at threshold with O(alpha_s^2) accuracy
We calculate the next-to-next-to-leading order correction to the cross
section for top quark pair production in e+e- annihilation in the threshold
region, resumming all O [ (alpha_s/beta)^n (alpha_s^2, beta^2, alpha_s beta) ]
terms of perturbation series. We find that the magnitude of the NNLO correction
is comparable to the size of the NLO corrections.Comment: 15 pages, Latex, one figure, some misprints correcte
Order alpha_s^3 ln^2(1/alpha_s) Corrections to Heavy-Quarkonium Creation and Annihilation
In the framework of nonrelativistic QCD, we compute the leading
double-logarithmic corrections of order alpha_s^3 ln^2(1/alpha_s) to the
heavy-quark-antiquark bound-state wave function at the origin, which determines
the production and annihilation rates of heavy quarkonia. The phenomenological
implications for the top-antitop and Upsilon systems are discussed.Comment: 14 pages (Latex), 1 figures (Axodraw); text slightly extended, a few
typos corrected, three references added; accepted for publication in Nucl.
Phys.
Threshold expansion of the gg(qq) -> QQ+X cross section at O(alpha_s^4)
We derive the complete set of velocity-enhanced terms in the expansion of the
total cross section for heavy-quark pair production in hadronic collisions at
next-to-next-to-leading order. Our expression takes into account the effects of
soft-gluon emission as well as that of potential-gluon exchanges. We prove that
there are no enhancements due to subleading soft-gluon couplings multiplying
the leading Coulomb singularity.Comment: 11 pages, 2 figures, published erratum included at the end of the
paper, updated attached Mathematica fil
O(alpha^3 ln alpha) corrections to positronium decay rates
We compute O(alpha^3 ln alpha) corrections to the decay rates of para- and
orthopositronium into two and three photons, respectively. For this calculation
we employ the nonrelativistic QED regularized dimensionally and we explain how
in this framework the logarithms of the fine structure constant can be
extracted.Comment: 10 pages, revte
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