Numerosity discrimination in deep neural networks: Initial competence,developmental refinement and experience statistics

Both humans and non‐human animals exhibit sensitivity to the approximate number of items in a visual array, as indexed by their performance in numerosity discrimination tasks, and even neonates can detect changes in numerosity. These findings are often interpreted as evidence for an innate ‘number sense’. However, recent simulation work has challenged this view by showing that human‐like sensitivity to numerosity can emerge in deep neural networks that build an internal model of the sensory data. This emergentist perspective posits a central role for experience in shaping our number sense and might explain why numerical acuity progressively increases over the course of development. Here we substantiate this hypothesis by introducing a progressive unsupervised deep learning algorithm, which allows us to model the development of numerical acuity through experience. We also investigate how the statistical distribution of numerical and non‐numerical features in natural environments affects the emergence of numerosity representations in the computational model. Our simulations show that deep networks can exhibit numerosity sensitivity prior to any training, as well as a progressive developmental refinement that is modulated by the statistical structure of the learning environment. To validate our simulations, we offer a refinement to the quantitative characterization of the developmental patterns observed in human children. Overall, our findings suggest that it may not be necessary to assume that animals are endowed with a dedicated system for processing numerosity, since domain‐general learning mechanisms can capture key characteristics others have attributed to an evolutionarily specialized number system.     

Effects of acute and chronic stress and of genotype on oxotremorine-induced locomotor depression of mice

The locomotor behavior of unstressed and stressed mice of two inbred strains, DBA/2 and C57/BL6, was investigated. Animals were tested in a toggle-floor box apparatus, 30 min after saline or oxotremorine treatment (ip). A dose of oxotremorine that did not depress the activity of na?ve mice (0.01 mg/kg) was chosen. Stressed mice were injected 24 h after either a single 2-h stress session (acute stress) or the last of 14 daily stress sessions of tube restraining (chronic stress). Acute stress did not modify the depressant effect of oxotremorine on locomotor behavior in either strain. On the contrary, chronic stress induced a clear sensitization of DBA but not C57 mice to the depressant effect of oxotremorine. These findings show that chronic stress may result in modifications of the cholinergic function, and its behavioral correlates, and that these changes are modulated by the genetic makeup.     

Stretching the boundaries: strategic perceptions of intragroup variability

We hypothesised that people would strategically alter their perceived intragroup variability on ingroup‐threatening traits in order to maintain positive perceptions of their self and their ingroup. Specifically, we predicted that people would perceive (1) greater relative outgroup homogeneity and (2) greater general intragroup variability on ingroup negative and outgroup positive traits. We confirmed the outgroup homogeneity prediction in a minimal group experiment (N=80) and a gender group experiment (N = 164). In a second gender group experiment (N = 137), we found that ingroup size moderated this effect: only minority group members showed the predicted pattern of outgroup homogeneity. Evidence for the general intragroup variability prediction was less conclusive. We discuss the results in terms of variability strategies. Copyright © 2001 John Wiley & Sons, Ltd.     

The fragmentary model of temporal experience and the mirroring constraint

Philosophical Studies - A central debate in the current philosophical literature on temporal experience is over the following question: do temporal experiences themselves have a temporal structure...     

Ethics, Law and Legislation: The Institutionalisation of Moral Reflection

This paper describes the different dimensions of the relation between moral reflection and legislative processes. It discusses some examples of the institutionalisation of moral reflection. It is argued that the relation between ethics and law is still an actual and relevant question. Ethics also has to reflect on its own role in political life. The paper defends the relevance of a theological perspective on the relation between law and ethics. In the last part it is argued that the modality of relation between ethics and law depends on the specific character of social domain.     

Effect of visual field presentation on action planning (estimating reach) in children

In this article, the authors examined the effects of target information presented in different visual fields (lower, upper, central) on estimates of reach via use of motor imagery in children (5-11 years old) and young adults. Results indicated an advantage for estimating reach movements for targets placed in lower visual field (LoVF), with all groups having greater difficulty in the upper visual field (UpVF) condition, especially 5- and 7-year-olds. Complementing these results was an overall age-related increase in accuracy. Based in part on the equivalence hypothesis suggesting that motor imagery and motor planning and execution are similar, the findings support previous work of executed behaviors showing that there is a LoVF bias for motor skill actions of the hand. Given that previous research hints that the UpVF may be bias for visuospatial (perceptual) qualities, research in that area and its association with visuomotor processing (LoVF) should be considered.     

Predicting right-wing authoritarianism via personality and dangerous world beliefs: direct, indirect, and interactive effects

In an Italian sample (N = 483, 78.23% women, mean age = 27.61 years old), we used structural equation modeling with latent variables and interactions to analyze the direct, indirect, and interactive effects exerted on right-wing authoritarianism by the Big Five factors of personality and by dangerous world beliefs. Openness, Neuroticism, and Conscientiousness exerted direct effects on right-wing authoritarianism; the first two relationships were partially mediated by dangerous world beliefs. Most importantly, the relationship between dangerous world beliefs and right-wing authoritarianism was moderated by Openness: dangerous world beliefs significantly influenced right-wing authoritarianism solely for participants high in Openness. Limitations and possible developments of this research are discussed.