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As there are many studies on the predictors of corporate social responsibility (CSR) reporting, the influences of foreign direct investments (FDIs) knowledge spillovers (KSs) on CSR reporting in developing countries remain unclear. This paper introduces the passive‐learning KSs concept to explain whether, why, and how domestic firms learn CSR knowledge from their foreign counterparts. First, we investigate the relationship between foreign ownership and the quality of CSR reporting (CSRQ). Second, we test the moderating effect of three types of direct institutional pressures: the green development policy, the mandatory CSR reporting requirement, and CSR regulations issued by the State‐owned Assets Supervision and Administration Commission. Third, we examine the moderating effect of board interlocks to explore the indirect impacts of institutional pressures. We run regressions on a sample of Chinese A‐share listed companies and the hypotheses are generally supported. This paper contributes to the literature on CSR reporting and FDIs KSs by adopting the passive‐learning KSs theory to explain CSR KSs in developing countries. [ABSTRACT FROM AUTHOR]

Whilst metal borates are well known as optical materials, their potential in solid catalysis has been less investigated. The calcite structured InBO3 was selected as the target borate and was prepared using a solvothermal method. High-resolution transmission electron microscopy and powder X-ray diffraction prove that the material has a nanoparticle morphology with an average size ∼50 nm and high crystallinity. Intrinsic surface oxygen vacancies, which are beneficial to catalysis, were detected using X-ray photoelectron spectroscopy. Lewis acidity and basicity were both observed using NH3-/CO2-temperature-programmed desorption experiments, and the total acid and base amounts were found to be 46.6 and 123.8 μmol g−1, respectively. Catalytic dehydration and dehydrogenation reactions for isopropanol at elevated temperatures were conducted in a fixed bed reactor to evaluate the catalytic performance of InBO3. InBO3 exhibits a high conversion rate (>90.5%) and, most importantly, a high dehydrogenation selectivity (acetone selectivity >92.5%), whilst the optimal acetone yield achieved was 121.3 mmol h−1 g−1cat at 350 °C. This study on InBO3 strongly suggests that metal borates have promising applications in heterogeneous catalysis. [ABSTRACT FROM AUTHOR]

Semantic segmentation is a critical task in computer vision that aims to assign each pixel in an image a corresponding label on the basis of its semantic content. This task is commonly referred to as dense labeling because it requires pixel-level classification of the image. The research area of semantic segmentation is vast and has achieved critical advances in recent years. Deep learning architectures in particular have shown remarkable performance in generating high-level, hierarchical, and semantic features from images. Among these architectures, convolutional neural networks have been widely used to address semantic segmentation problems. This work aims to review and analyze recent technological developments in image semantic segmentation. It provides an overview of traditional and deep-learning-based approaches and analyzes their structural characteristics, strengths, and limitations. Specifically, it focuses on technical developments in deep-learning-based 2D semantic segmentation methods proposed over the past decade and discusses current challenges in semantic segmentation. The future development direction of semantic segmentation and the potential research areas that need further exploration are also examined. [ABSTRACT FROM AUTHOR]

The dual‐site synergistic effect in heterogeneous catalysis is quite interesting, and also complex because at least two substrate molecules are adsorbed or activated on the catalyst surface, which apparently needs two spatially separated and functionally independent active sites. It would become more difficult when the substrate molecules are large ones. The replacement of Al3+ in Al4B6O15 lattice with Co2+ leads to the formation of unsaturated Co2+ (4‐fold coordination) along with oxygen vacancies (Ov). The former one behaves as a medium‐strength Lewis acid site, and can adsorb and activate molecules with a nitro group (e. g., β‐nitrostyrene). The latter one can adsorb and activate oxygen species, which further activates the indole derivatives. Next, the spatially separated dual sites on the catalyst surface can synergistically and efficiently catalyze their Friedel‐Crafts alkylation reactions under mild conditions. The high durability can be proved by the as‐maintained high yields, that is, 98, 93, 96, 92 and 90 % for 5 runs, respectively. The reaction kinetics obey the second‐order characteristic. Annealing under hydrogen condition can further generate more surficial Ov, leading to an improvement to the catalytic activity. A simple and probably routine aliovalent doping endows such a complex synergistic catalysis involving two large substrate molecules, providing an inspired perspective of developing dual‐site catalysts. [ABSTRACT FROM AUTHOR]