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In recent studies of generative adversarial networks (GAN), researchers have attempted to combine adversarial perturbation with data hiding in order to protect the privacy and authenticity of the host image simultaneously. However, most of the studied approaches can only achieve adversarial perturbation through a visible watermark; the quality of the host image is low, and the concealment of data hiding cannot be achieved. In this work, we propose a true data hiding method with adversarial effect for generating high-quality covers. Based on GAN, the data hiding area is selected precisely by limiting the modification strength in order to preserve the fidelity of the image. We devise a genetic algorithm that can explore decision boundaries in an artificially constrained search space to improve the attack effect as well as construct aggressive covert adversarial samples by detecting “sensitive pixels” in ordinary samples to place discontinuous perturbations. The results reveal that the stego-image has good visual quality and attack effect. To the best of our knowledge, this is the first attempt to use covert data hiding to generate adversarial samples based on GAN. 相似文献
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The simulation of particle fluidization behavior in a complex geometry with a large number of particles is challenging owing to the complexity of unstructured c... 相似文献
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Shanru He Yuanyuan Chen Lulu Wang Xue Bai Tingting Bu Jie Zhang Ming Lu Nam-Chul Ha Chunshan Quan Ki Hyun Nam Yongbin Xu 《Molecules (Basel, Switzerland)》2022,27(15)
Pyridoxal 5′-phosphate (PLP) is the active form of vitamin B6, but it is highly reactive and poisonous in its free form. YggS is a PLP-binding protein found in bacteria and humans that mediates PLP homeostasis by delivering PLP to target enzymes or by performing a protective function. Several biochemical and structural studies of YggS have been reported, but the mechanism by which YggS recognizes PLP has not been fully elucidated. Here, we report a functional and structural analysis of YggS from Fusobacterium nucleatum (FnYggS). The PLP molecule could bind to native FnYggS, but no PLP binding was observed for selenomethionine (SeMet)-derivatized FnYggS. The crystal structure of FnYggS showed a type III TIM barrel fold, exhibiting structural homology with several other PLP-dependent enzymes. Although FnYggS exhibited low (<35%) amino acid sequence similarity with previously studied YggS proteins, its overall structure and PLP-binding site were highly conserved. In the PLP-binding site of FnYggS, the sulfate ion was coordinated by the conserved residues Ser201, Gly218, and Thr219, which were positioned to provide the binding moiety for the phosphate group of PLP. The mutagenesis study showed that the conserved Ser201 residue in FnYggS was the key residue for PLP binding. These results will expand the knowledge of the molecular properties and function of the YggS family. 相似文献
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Muhammad Nurhafizuddin Aziemah Azizi Long Chiau Ming Naeem Shafqat 《Molecules (Basel, Switzerland)》2022,27(14)
Cytochrome P450 oxidoreductase (POR) is a membrane-bound flavoprotein that helps in transferring electrons from its NADPH domain to all cytochrome P450 (CYP450) enzymes. Mutations in the POR gene could severely affect the metabolism of steroid hormones and the development of skeletal muscles, a condition known as Cytochrome P450 oxidoreductase deficiency (PORD). PORD is associated with clinical presentations of disorders of sex development, Antley and Bixler’s syndrome (ABS), as well as an abnormal steroid hormone profile. We have performed an in silico analysis of POR 3D X-ray protein crystal structure to study the effects of reported mutations on the POR enzyme structure. A total of 32 missense mutations were identified, from 170 PORD patients, and mapped on the 3D crystal structure of the POR enzyme. In addition, five of the missense mutations (R457H, A287P, D210G, Y181D and Y607C) were further selected for an in-depth in silico analysis to correlate the observed changes in POR protein structure with the clinical phenotypes observed in PORD patients. Overall, missense mutations found in the binding sites of POR cofactors could lead to a severe form of PORD, emphasizing the importance of POR cofactor binding domains in transferring electrons to the CYP450 enzyme family. 相似文献
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This study described palladium-catalyzed chemoselective direct α-arylation of carbonyl compounds with chloroaryl triflates in the Ar–Cl bond. The Pd/SelectPhos system showed excellent chemoselectivity toward the Ar–Cl bond in the presence of the Ar–OTf bond with a broad substrate scope and excellent product yields. The electronic and steric hindrance offered by the –PR2 group of the ligand with the C2-alkyl group was found to be the key factor affecting the reactivity and chemoselectivity of the α-arylation reaction. The chemodivergent approach was also successfully employed in the synthesis of flurbiprofen and its derivatives (e.g., –OMe and –F).Palladium-catalyzed chemoselective direct α-arylation of carbonyl compounds with chloroaryl triflates in the Ar–Cl bond is reported. The effects of –PR2 and C2-alkyl groups of the ligands are investigated using experimental and computational methods. 相似文献
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近年来中国粮食生产出现的“高产量、高库存、高进口”现象,是由于农均耕地面积过小引起的规模经营不足。这背后,是户籍制度造成的城市化滞后以及针对外来人口的公共服务不平等。同时,政府大力补贴农业和农村,提高了农民向城市转移的机会成本,导致土地流转率不足,进一步阻碍规模经营。通过国际比较,我们认为规模化农场有利于提高农业竞争力,而小农经济现代化的成本较高。研究还发现,在世界范围内,农业劳动力转移适应农业产出比重下降的国家拥有更大的农均在(可)耕地,它对农均粮食净出口存在显著正效应。反事实分析说明,若中国2011年的农业就业比重能和产出比重相适应(即消除城乡间劳动力流动障碍),则下一年粮食净输入将下降约89%。 相似文献
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创新在中国经济社会发展中的作用愈发突出,如何促进高技能劳动力向创新主体部门集聚,值得深入探索。基于2018年企业所得税研发费用加计扣除比例提升冲击,利用A股上市公司2016−2019年数据,本文研究了创新导向减税对就业结构的影响。研究发现,加计扣除比例提升显著提高了企业雇佣劳动力中研究生所占比例,促进了企业创新人力资本积累。异质性分析显示,政策在非公有制企业、主板上市企业中效果更明显。对企业各层次雇佣规模的评估表明,雇佣总量及研究生、本科生雇佣数均有所提高,同时本科以下学历人员并未明显减少,这意味着政策未产生明显的挤出效应,高技能劳动力雇佣的增加并不以低技能劳动力的减少为代价。综合来看,政策不但能促进企业加大研发投入,还有助于提高全要素生产率和盈利水平。本文结论为通过实施结构性减税,推动创新驱动发展提供了经验支撑。 相似文献