Abstract Review: 95 refs.
Generative adversarial nets (GANs) have generated a lot of excitement. Despite their popularity, they exhibit a number of well-documented issues in practice, which apparently contradict theoretical guarantees. A number of enlightening papers have pointed out that these issues arise from unjustified assumptions that are commonly made, but the message seems to have been lost amid the optimism of recent years. We believe the identified problems deserve more attention, and highlight the implications on both the properties of GANs and the trajectory of research on probabilistic models. We recently proposed an alternative method that sidesteps these problems.
Work over the past decade has shown that the critical voltage and induction time for the breakdown of passive films in aqueous systems containing aggressive anions follow statistical frequency distributions. Recently, we have demonstrated that the point defect model (PDM) can be used to explain the frequency distributions in and as a function of voltage ( only), chloride concentration, and pH. Furthermore, we developed the solute/vacancy interaction model (SVIM) to account for the effects of minor alloying elements (e.g., Mo) on the breakdown parameters for a single site on a film. This model assumes that highly charged solutes, when substitutionally present in the film, electrostatically interact with mobile cation vacancies resulting in a shift in the breakdown voltage to more positive values and in the induction times to longer times. In this paper, we combine the models to account for the effects of minor alloying elements on the distributions in the breakdown voltage and induction time for the nucleation of pits on heterogeneous metal surfaces. This is done by estimating solute/vacancy equilibrium constants using ion‐pairing theory with an appropriate Debye‐Huckel correction for screening. The model is shown to account for the shift in for ferritic stainless steels containing molybdenum (Fe‐17Cr, Fe‐18Cr) in sodium chloride solutions, assuming that the molybdenum exist in the +6 state. The model also predicts that solute/vacancy complexing will shift the distribution in to longer times, thereby further enhancing the resistance of the film to environmentally induced breakdown.
ADVERTISEMENT RETURN TO ISSUEPREVArticleNEXTEnantioselective addition of diethylzinc to aldehydes catalyzed by polymer-supported chiral amino alcohols. Evidence for a two zinc species mechanismShinichi Itsuno and Jean M. J. FrechetCite this: J. Org. Chem. 1987, 52, 18, 4140–4142Publication Date (Print):September 1, 1987Publication History Published online1 May 2002Published inissue 1 September 1987https://pubs.acs.org/doi/10.1021/jo00227a043https://doi.org/10.1021/jo00227a043research-articleACS PublicationsRequest reuse permissionsArticle Views656Altmetric-Citations131LEARN ABOUT THESE METRICSArticle Views are the COUNTER-compliant sum of full text article downloads since November 2008 (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information about Crossref citation counts.The Altmetric Attention Score is a quantitative measure of the attention that a research article has received online. Clicking on the donut icon will load a page at altmetric.com with additional details about the score and the social media presence for the given article. Find more information on the Altmetric Attention Score and how the score is calculated. Share Add toView InAdd Full Text with ReferenceAdd Description ExportRISCitationCitation and abstractCitation and referencesMore Options Share onFacebookTwitterWechatLinked InRedditEmail Other access optionsGet e-Alertsclose Get e-Alerts
A fundamental problem in computer vision is that of inferring the intrinsic, 3D structure of the world from flat, 2D images of that world. Traditional methods for recovering scene properties such as shape, reflectance, or illumination rely on multiple observations of the same scene to overconstrain the problem. Recovering these same properties from a single image seems almost impossible in comparison -- there are an infinite number of shapes, paint, and lights that exactly reproduce a single image. However, certain explanations are more likely than others: surfaces tend to be smooth, paint tends to be uniform, and illumination tends to be natural. We therefore pose this problem as one of statistical inference, and define an optimization problem that searches for the *most likely* explanation of a single image. Our technique can be viewed as a superset of several classic computer vision problems (shape-from-shading, intrinsic images, color constancy, illumination estimation, etc) and outperforms all previous solutions to those constituent problems.
ZIMMERMAN, JACK E.; SHORTELL, STEPHEN M.; KNAUS, WILLIAM A.; ROUSSEAU, DENISE M.; WAGNER, DOUGLAS P.; GILLIES, ROBIN R.; DRAPER, ELIZABETH A.; DEVERS, KELLY Author Information
Reduced cell proliferation may mediate anticarcinogenic effects of caloric restriction (CR). Using heavy water ( 2 H 2 O) labeling, we investigated the cell proliferation response to CR in detail, including time course, effect of refeeding, and role of intermittent feeding with 5% CR. In the time-course study, 8-wk-old female C57BL/6J mice were placed on a 33% CR regimen (fed 3 times/wk) for varying durations. Compared with responses in controls fed ad libitum (AL), proliferation rates of keratinocytes, mammary epithelial cells, and T cells were markedly reduced within 2 wk of CR. In mice fed 95% ad libitum (C95, fed 3 times/wk), cell proliferation was also reduced in all tissues so that differences from 33% CR were only significant at 1 mo. In the refeeding study, mice were refed a C95 diet for varying durations after 1 mo of 33% CR. Cell proliferation rebounded to a suprabasal rate in all tissues after 2 wk of refeeding and then normalized after 2 mo, although the C95 group again exhibited lower cell proliferation than the AL group. The role of intermittent feeding was studied by comparing 33% CR and C95 animals (both fed intermittently) with animals fed isocalorically either daily or continuously by pellet dispenser. Intermittent feeding had no additive effect on 33% CR but reduced cell proliferation in all tissues at the 95% caloric intake level. In summary, the CR effect on cell proliferation is potent, rapid, and reversible in several tissues, and an intermittent feeding pattern reproduces much of the effect in the absence of substantial CR.
The correlation between the surface structure of the Ziegler−Natta catalysts and the stereospecificity in propylene polymerization was shown experimentally using model catalysts and temperature-programmed desorption (TPD) of mesitylene as a nondestructive surface probe. Two types of titanium chloride model catalysts, with MgCl2 support (TiClx/MgCl2) and without MgCl2 (TiCly), were fabricated on an Au substrate in ultrahigh vacuum. Once activated with AlEt3 vapor, both catalysts were active for propylene polymerization in the absence of excess AlEt3 during polymerization. The TiClx/MgCl2 catalyst produced both atactic and isotactic polypropylene, while the TiCly catalyst without the MgCl2 support produced exclusively isotactic polypropylene. For the same catalysts, the mesitylene TPD revealed that TiClx/MgCl2 had two adsorption site structures, a basal plane structure and a nonbasal plane structure, while TiCly had only the latter structure. To our knowledge, this was the first direct experimental evidence revealing the structural difference of the catalyst surfaces that exhibit different stereospecificity in propylene polymerization.