Interpolation consistency training for semi-supervised learning.

We introduce Interpolation Consistency Training (ICT), a simple and computation efficient algorithm for training Deep Neural Networks in the semi-supervised learning paradigm. ICT encourages the prediction at an interpolation of unlabeled points to be consistent with the interpolation of the predictions at those points. In classification problems, ICT moves the decision boundary to low-density regions of the data distribution.

Correction of Acute Parodontitis with Indolicidin Analogues.

We studied the influence of synthetic indolicidin analogues on the development of acute periodontitis. The corrective effect was found in indolicidin analogues Nos. 7 and 8; it manifested in a decrease in the edema of gingival epithelium and lamina propria, a decrease in the relative area of inflammatory infiltrates, and a significant increase in the relative area of normal connective tissue.

Operation and performance of the ATLAS Tile Calorimeter in Run 1.

The Tile Calorimeter is the hadron calorimeter covering the central region of the ATLAS experiment at the Large Hadron Collider. Approximately 10,000 photomultipliers collect light from scintillating tiles acting as the active material sandwiched between slabs of steel absorber. This paper gives an overview of the calorimeter's performance during the years 2008-2012 using cosmic-ray muon events and proton-proton collision data at centre-of-mass energies of 7 and 8 TeV with a total integrated luminosity of nearly 30 fb .

Effects of Opioid Peptides on Changes in Lipid Metabolism in Rats Subjected to Swimming Stress.

Blood levels of nonesterified fatty acids, total cholesterol, triglycerides, and LDL increased in rats subjected to forced swimming stress. Administration of opioid peptides dynorphin A(1-13), DSLET, or DAGO reduced stress-induced disturbances in lipid metabolism. Dynorphin A(1-13) and DAGO produced the most pronounced effects and prevented an increase in concentrations of nonesterified fatty acids, triglycerides, total cholesterol, and LDL as soon as 39 h after treatment.

[THE INFLUENCE OF OPIOID PEPTIDES DSLET AND DAGO ON LIPID PEROXIDATION AND THE ACTIVITY OF ANTIOXIDANT ENZYMES IN THE LIVER TISSUE OF RATS IN THE STRESS OF DIFFERENT DURATION].

It was established that immobilization stress of different duration (3, 6 or 12 hours) causes the activation of lipid peroxidation in liver tissue of rats 39 hours after stressor action. Activation of lipid peroxidation within 7 days was observed in animals exposed to 6 or 12 hours stress. The activation of superoxide dismutase and catalase activity was revealed in rats after 3 hours immobility, but 12 hours stress was accompanied by superoxide dismutase inhibition.