16,144 research outputs found
Last-mile logistics optimization in the on-demand economy
L'abstract è presente nell'allegato / the abstract is in the attachmen
Open-Category Classification by Adversarial Sample Generation
In real-world classification tasks, it is difficult to collect training
samples from all possible categories of the environment. Therefore, when an
instance of an unseen class appears in the prediction stage, a robust
classifier should be able to tell that it is from an unseen class, instead of
classifying it to be any known category. In this paper, adopting the idea of
adversarial learning, we propose the ASG framework for open-category
classification. ASG generates positive and negative samples of seen categories
in the unsupervised manner via an adversarial learning strategy. With the
generated samples, ASG then learns to tell seen from unseen in the supervised
manner. Experiments performed on several datasets show the effectiveness of
ASG.Comment: Published in IJCAI 201
Three photon absorption in ZnO and ZnS crystals
We report a systematic investigation of both three-photon absorption
(3PA)spectra and wavelength dispersions of Kerr-type nonlinear refraction in
wide-gap semiconductors. The Z-scan measurements are recorded for both ZnO and
ZnS with femtosecond laser pulses. While the wavelength dispersions of the Kerr
nonlinearity are in agreement with a two-band model, the wavelength dependences
of the 3PA are found to be given by (3Ephoton/Eg-1)5/2(3Ephoton/Eg)-9. We also
evaluate higher-order nonlinear optical effects including the fifth-order
instantaneous nonlinear refraction associated with virtual three-photon
transitions, and effectively seventh-order nonlinear processes induced by
three-photon-excited free charge carriers. These higher-order nonlinear effects
are insignificant with laser excitation irradiances up to 40 GW/cm2. Both
pump-probe measurements and three-photon figures of merits demonstrate that ZnO
and ZnS should be a promising candidate for optical switching applications at
telecommunication wavelengths.Comment: 13 pages, 7 figure
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