A Probabilistic Re-Intepretation of Confidence Scores in Multi-Exit Models

In this paper, we propose a new approach to train a deep neural network with multiple intermediate auxiliary classifiers, branching from it. These ‘multi-exits’ models can be used to reduce the inference time by performing early exit on the intermediate branches, if the confidence of the prediction is higher than a threshold. They rely on the assumption that not all the samples require the same amount of processing to yield a good prediction. In this paper, we propose a way to train jointly all the branches of a multi-exit model without hyper-parameters, by weighting the predictions from each branch with a trained confidence score. Each confidence score is an approximation of the real one produced by the branch, and it is calculated and regularized while training the rest of the model. We evaluate our proposal on a set of image classification benchmarks, using different neural models and early-exit stopping criteria.     

Noise Reduction in Spur Gear Systems

This article lists some tips for reducing gear case noise. With this aim, a static analysis was carried out in order to describe how stresses resulting from meshing gears affect the acoustic emissions. Different parameters were taken into account, such as the friction, material, and lubrication, in order to validate ideas from the literature and to make several comparisons. Furthermore, a coupled Eulerian–Lagrangian (CEL) analysis was performed, which was an innovative way of evaluating the sound pressure level of the aforementioned gears. Different parameters were considered again, such as the friction, lubrication, material, and rotational speed, in order to make different research comparisons. The analytical results agreed with those in the literature, both for the static analysis and CEL analysis—for example, it was shown that changing the material from steel to ductile iron improved the gear noise, while increasing the rotational speed or the friction increased the acoustic emissions. Regarding the CEL analysis, air was considered a perfect gas, but its viscosity or another state equation could have also been taken into account. Therefore, the above allowed us to state that research into these scientific fields will bring about reliable results.     

Photosensitizing properties of triplet beta-lapachones in acetonitrile solution

The photochemical reactivity of β-lapachone ( 1 ), nor -β-lapachone ( 2 ) and 1,2-naphthoquinone ( 3 ) towards amino acids and nucleobases or nucleosides has been examined employing the nanosecond laser flash photolysis technique. Excitation (λ = 355 nm) of degassed solutions of 1 – 3 , in acetonitrile, resulted in the formation of their corresponding triplet excited states. These transients were efficiently quenched by l -tryptophan, l -tryptophan methyl ester, l -tyrosine, l -tyrosine methyl ester and l -cysteine ( k _q  ≈ 10⁹ L mol⁻¹ s⁻¹). For l -tryptophan, l -tyrosine and their methyl esters new transients were formed in the quenching process, which were assigned to the corresponding radical pair resulting from an initial electron transfer from the amino acids or their esters to the excited quinone, followed by a fast proton transfer. No measurable quenching rate constants could be observed in the presence of thymine and thymidine. On the other hand, efficient rate constants were obtained when 1 – 3 were quenched by 2'-deoxyguanosine ( k _q  ≈ 10⁹ L mol⁻¹ s⁻¹). The quantum efficiency of singlet oxygen (¹O₂) formation from 1 to 3 was determined employing time-resolved near-IR emission studies upon laser excitation and showed considerably high values in all cases (Φ_Δ = 0.6), which are fully in accord with the ππ* character of these triplets in acetonitrile.     

Investigation of some tetrazole derivatives of 1,8-naphthyridines

Several tetrazole derivatives have been prepared from 7-amino-2-hydroxy-3-phenyl-1,8-naphthyridine (Id). Evidence is presented to demonstrate that the tetrazole ring structure is the dominant species in the solid state and in alkaline solution while the open-chain azido form dominates in acidic solution. In addition it has been shown that the presence of a phenyl group in a position adjacent to the tetrazole nucleus apparently stabilizes the tetrazole ring.     

Studies on the synthesis of anthyridine

The sulfuration of various anthyridones (I) to the corresponding thioderivatives (II) and the desulfuration of these to 5,10-dihydroanthyridine (III) is descrihed. The preparation of anthyridin-5-one (1d) from 6 -methyl-2,2 -dipyridylamino-3-carboxylic acid (V) is also described.     

Modeling the 1,3-dipolar cycloaddition of nitrones to vinylboranes in competition with boration, cyclization, and oxidation reactions

Structures and energetics of reactants, reactant complexes, concerted transition structures, and products of the cycloaddition of the prototypical nitrone with vinylborane have been produced and discussed. Structure optimizations have been performed at the B3LYP/6-31G(d) and B3LYP/AUG-cc-pVDZ levels of approximation, and single-point calculations on the B3LYP geometries have been carried out at the MP4(SDTQ) level with the same basis sets. Kinetic contributions to standard enthalpies, entropies, and free enthalpies have been computed at the same levels of geometry optimizations. The effects of methyl and chloro substitution on the BH2 group and of methyl substitution on the vinyl moiety has been also explicitly considered. The most striking theoretical features of this cycloaddition are (i) the formation of reactant complexes where the nitrone oxygen is strictly bound up to the boron atom (B...O interactions), (ii) their persistence in the endo/exo transition structures, and (iii) energy profiles suggesting very high reaction rates, regiospecificity (5-borylisoxazolidines) and complete endo-stereoselectivity. The BH2 (BX2) substituent appears to induce a sort of intramolecular catalysis which is also largely selective in favor of the endo reaction path. Possible competitive reaction paths such as cyclization, organoboration, and oxidation have equally been investigated, on the same grounds, both with prototypical reagents and with dimethylvinylborane, dichlorovinylborane, 2-methyl-1-propenylborane, and 2-methyl-1-propenyldichloroborane. The transition structures for these reaction paths are significantly higher in energy than those of the corresponding 1,3-dipolar cycloadditions in the sequence oxidation > cyclization > boration > cycloaddition, whereas the resulting reaction products show the reversed sequence. Polar solvents appear to increase the competition of boration although maintaining its character of secondary reaction. As expected, the reaction rate of 1,3-dipolar cycloaddition is lowered by dimethyl substitution on the vinyl CH2 reacting center (i.e., for the reaction of 2-methyl-1-propenylborane and 2-methyl-1-propenyldichloroborane) whereas the reaction rate of boration is increased, the boration results being significantly competitive even in the gas phase. Experiments for the control of the above predictions are not yet available.     

Redox-Switchable Complexes Based on Nanographene-NHCs

A series of rhodium and iridium complexes with a N-heterocyclic carbene (NHC) ligand decorated with a perylene-diimide-pyrene moiety are described. Electrochemical studies reveal that the complexes can undergo two successive one-electron reduction events, associated to the reduction of the PDI moiety attached to the NHC ligand. The reduction of the ligand produces a significant increase on its electron-donating character, as observed from the infrared spectroelectrochemical studies. The rhodium complex was tested in the [3+2] cycloaddition of diphenylcyclopropenone and methylphenylacetylene, where it displayed a redox-switchable behavior. The neutral complex showed moderate activity, which was suppressed when the catalyst was reduced.