SAN: Inducing Metrizability of GAN with Discriminative Normalized Linear Layer

Generative adversarial networks (GANs) learn a target probability distribution by optimizing a generator and a discriminator with minimax objectives. This paper addresses the question of whether such optimization actually provides the generator with gradients that make its distribution close to the target distribution. We derive metrizable conditions, sufficient conditions for the discriminator to serve as the distance between the distributions by connecting the GAN formulation with the concept of sliced optimal transport. Furthermore, by leveraging these theoretical results, we propose a novel GAN training scheme, called slicing adversarial network (SAN). With only simple modifications, a broad class of existing GANs can be converted to SANs. Experiments on synthetic and image datasets support our theoretical results and the SAN's effectiveness as compared to usual GANs. Furthermore, we also apply SAN to StyleGAN-XL, which leads to state-of-the-art FID score amongst GANs for class conditional generation on ImageNet 256$\times$256.Comment: 24 pages with 12 figure

Alkali-metal-induced Fermi level and two dimensional electrons at cleaved InAs(110) surfaces

Low-temperature Hall measurements have been performed on two-dimensional electron gases (2DEGs) induced by deposition of Cs or Na on in situ cleaved surfaces of p-type InAs. The surface donor level, at which the Fermi energy of the 2DEG is pinned, is calculated from the observed saturation surface electron density using a surface potential determined self-consistently. The results are compared to those of previous photoelectron spectroscopy measurements.Comment: 3 pages, 4 figure

Questionnaire survey on the continuity of home oxygen therapy after a disaster with power outages

AbstractBackgroundAfter the Great East Japan Earthquake, oxygen-dependent patients in areas experiencing power outages could not continue home oxygen therapy (HOT) without oxygen cylinders. The purpose of this study was to examine use of oxygen cylinders in areas experiencing power outages and the effects of HOT interruption on patients' health.MethodsQuestionnaires were mailed to 1106 oxygen-dependent patients and HOT-prescribing physicians in Akita, near the disaster-stricken area. We investigated patients' actions when unable to use an oxygen concentrator and classified the patients based on oxygen cylinder use. Patients who experienced an interruption of or reduction in oxygen flow rate by their own judgment were assigned to the “interruption” and “reduction” groups, respectively; those who maintained their usual flow rate were assigned to the “continuation” group. Differences were tested using analysis of variance and the χ2 tests.ResultsIn total, 599 patients responded to the questionnaire. Oxygen cylinders were supplied to 574 patients (95.8%) before their oxygen cylinders were depleted. Comparison of the continuation (n=356), reduction (n=64), and interruption (n=154) groups showed significant differences in family structure (p=0.004), underlying disease (p=0.014), oxygen flow rate (p<0.001), situation regarding use (p<0.001), knowledge of HOT (p<0.001), and anxiety about oxygen supply (p<0.001). There were no differences in changes in physical condition.ConclusionsMost patients could receive oxygen cylinders after the disaster. Some patients discontinued their usual oxygen therapy, but their overall health status was not affected

A Dipeptidyl Peptidase-4 Inhibitor, Des-Fluoro-Sitagliptin, Improves Endothelial Function and Reduces Atherosclerotic Lesion Formation in Apolipoprotein E–Deficient Mice

ObjectivesThe aim of this study was to investigate the antiatherogenic effects of the dipeptidyl peptidase-4 inhibitor, des-fluoro-sitagliptin (DFS).BackgroundThe new class of anti–type 2 diabetes drugs, dipeptidyl peptidase-4 inhibitors, improves glucose metabolism by increasing levels of active glucagon-like peptide (GLP)-1.MethodsEndothelial function was examined by acetylcholine-induced endothelium-dependent vasorelaxation using aortic rings and atherosclerotic lesion development in the entire aorta in apolipoprotein E–deficient mice fed a high-fat diet with or without DFS, and the antiatherogenic effects of DFS were investigated in cultured human macrophages and endothelial cells. Plasma levels of active GLP-1 were measured in patients with or without coronary artery disease.ResultsDFS significantly improved endothelial dysfunction (89.9 ± 3.9% vs. 79.2 ± 4.3% relaxation at 10−4 mol/l acetylcholine, p < 0.05) associated with increased endothelial nitric oxide synthase phosphorylation and reduced atherosclerotic lesion area (17.7% [15.6% to 25.8%] vs. 24.6% [19.3% to 34.6%], p < 0.01) compared with vehicle treatment. In cultured human macrophages, DFS significantly increased GLP-1-induced cytosolic levels of cyclic adenosine monophosphate compared with GLP-1 alone, resulted in inhibiting phosphorylation of c-jun N-terminal kinase and extracellular signal-regulated kinase 1/2 and nuclear factor-kappa B p65 nuclear translocation through the cyclic adenosine monophosphate/protein kinase A pathway, and suppressed proinflammatory cytokines (i.e., interleukin-1-beta, interleukin-6, and tumor necrosis factor-alpha) and monocyte chemoattractant protein-1 production in response to lipopolysaccharide. DFS-enhanced GLP-1 activity sustained endothelial nitric oxide synthase phosphorylation and decreased endothelial senescence and apoptosis compared with GLP-1 alone. In the human study, fasting levels of active GLP-1 were significantly lower in patients with coronary artery disease than those without (3.10 pmol/l [2.40 to 3.62 pmol/l] vs. 4.00 pmol/l [3.10 to 5.90 pmol/l], p < 0.001).ConclusionsA DPP-4 inhibitor, DFS, exhibited antiatherogenic effects through augmenting GLP-1 activity in macrophages and endothelium

Accumulation of Pericardial Fat Correlates with Left Ventricular Diastolic Dysfunction in Patients with Normal Ejection Fraction

Background Left ventricular diastolic dysfunction (LVDD) plays an important role inheart failure with normal left ventricular ejection fraction (LVEF). Obesity is one ofthe major comorbid conditions of LVDD. Pericardial fat (PF) is an ectopic fat depotwith possible paracrine or mechanical effects on the coronary circulation and35 myocardial function.Methods We measured PF volume on 64 slice computed tomography and analyzedechocardiographic parameters to confirm LVDD in 229 consecutive patients suspectedof coronary artery disease with LVEF of more than 50% and no symptomatic heartfailure (59% men, 67±12 years). LVDD was defined as the ratio of transmitral40 Doppler early filling velocity to tissue Doppler early diastolic mitral annular velocity(E/e’) >10.Results PF volume correlated significantly with E/e’ (r=0.21, p<0.01), left ventricularmass index (r=0.23, p<0.001), and left atrial diameter (r=0.32, p<0.001). The mean PFvolume was significantly greater in patients with LVDD (184±61 cm3, n=141) than in45 those without LVDD (154±58, n=88, p<0.001). Multivariate logistic regressionanalysis indicated that PF volume correlated significantly with the presence of LVDD(odds ratio: 2.00 per 100 cm3 increase in PF volume, p=0.02) independent of age,gender, abdominal obesity, hypertension, and diabetes.Conclusions PF volumes are significantly associated with LVDD, independent of50 other factors such as hypertension or diabetes. PF may be implicated in the pathogenesis of LVDD in patients with normal LVEF

MILLIMETER-WAVE SPECTROSCOPY OF THE VINYL RADICAL GENERATED BY UV LASER PHOTOLYSIS IN A PULSED SUPERSONIC JET EXPANSION: DETERMINATION OF THE PROTON TUNNELING SPLITTING

$^{a}$P. H. Kasai, J. Am. Chem. Soc. 94, 5950 (1972) $^{b}$H. Kanamori, Y. Endo, and E. Hirota, J. Chem. Phys. 92, 197 (1990)Author Institution: Department of Chemistry, Faculty of Science, Kyushu University 33The rotational and proton tunneling spectra of the vinyl radical have been observed by millimeter-wave spectroscopy combined with a pulsed supersonic jet technique. The vinyl radical was generated by the 193 nm excimer laser photolysis of vinyl bromide. The pure rotational transitions, $N_{K_{a}K_{c}} = 1_{01} - 0_{00}, 2_{02} - 1_{01}, 3_{03} - 2_{02}$, and $4_{04} - 3_{03}$, observed in the frequency region of $60 - 250$ GHz, consisted of two components, $0^{+}$ and $0^{-}$, confirming the proton tunneling motion of the vinyl radical. The observed rotational lines were split into fine and hyperfine components due to the spin-rotation interaction and the spin-nuclear spin interaction of the acetylenic (CH) as well as methylenic $(CH_{2})$ protons. The pure rotational spectra for $K_{a} = 1$ were also observed both for the $0^{+}$ and $0^{-}$ components. The rotatinal constants, spin-rotation coupling constants, and hyperfine coupling constants for each tunneling components obtained were consistent with the results of the ESR spectroscopy in the Ar $matrix^{a}$ and the infrared diode laser $spectroscopy^{b}$. The b-typ Q-branch lines for the $0^{+} \leftarrow 0^{-}$ proton tunneling transition were observed around 200 GHz. The proton tunneling splitting was determined to be about $0.54 cm^{-1}$, and the barrier height of the double minimum potential to be about $1250 cm^{-1}$