La mariée mise à nu par ses célibataires, même

OVERTIME was an exhibition that explored the differences between office spaces and the artists’ studio. SEIZE Leeds invited 26 artists to respond to an office space – to explore the tools and working methods common to such spaces through making art. Occupying a disused floor of Wellington Park House, in Leeds’ busy financial district, the exhibition brought together a diverse range of artists in order to showcase both emerging and more established practitioners from across the UK. SEIZE Leeds is an artist-led organisation that works to engage and support emerging and mid-career artists both regionally and nationally through a programme of ambitious art shows and events. They work with vacant spaces in situ to produce exciting and accessible exhibitions that explore ideas relevant to each location and promote talent

Federated Learning With Heterogeneity-Aware Probabilistic Synchronous Parallel on Edge

With the massive amount of data generated from mobile devices and the increase of computing power of edge devices, the paradigm of Federated Learning has attracted great momentum. In federated learning, distributed and heterogeneous nodes collaborate to learn model parameters. However, while providing benefits such as privacy by design and reduced latency, the heterogeneous network present challenges to the synchronisation methods, or barrier control methods, used in training, regarding system progress and model convergence etc. The design of these barrier mechanisms is critical for the performance and scalability of federated learning systems. We propose a new barrier control technique called Probabilistic Synchronous Parallel (PSP). In contrast to existing mechanisms, it introduces a sampling primitive that composes with existing barrier control mechanisms to produce a family of mechanisms with improved convergence speed and scalability. Our proposal is supported with a convergence analysis of PSP-based SGD algorithm. In practice, we also propose heuristic techniques that further improve the efficiency of PSP. We evaluate the performance of proposed methods using the federated learning specific FEMNSIT dataset. The evaluation results show that PSP can effectively achieve good balance between system efficiency and model accuracy, mitigating the challenge of heterogeneity in federated learning.Green Open Access added to TU Delft Institutional Repository 'You share, we take care!' - Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.Distributed System

Get MediaSmart®: A critical discourse analysis of controversy around advertising to children in the UK

In response to calls for increased regulation of advertising to children (occasioned by concerns over childhood obesity levels) a group of UK advertisers targeting young people have sought to demonstrate social responsibility by providing media literacy education resources for children aged six to eleven through the MediaSmart® initiative. This article draws on Critical Discourse Analysis (Fairclough 2001) to analyse a selection of publicly available accounts of the 2002 launch and operation of MediaSmart® in order to explore how alternative discursive representations of MediaSmart® construct children and advertising in relation to one another, and how these constructions work to further the social practices of which the discourses in question are part. The analysis concludes that the competing discourses have a stake in the problem of advertising to children remaining open-ended, but suggests that the possibilities of its resolution lie in (a) the incorporation of children's own perspectives in controversy conducted on their behalf by adults, and (b) conceptions of media literacy which are more active and age-inclusive than those evident in the discourses currently available

Molecular insights into lipid-assisted Ca2+ regulation of the TRP channel Polycystin-2

Polycystin-2 (PC2), a calcium-activated cation TRP channel, is involved in diverse Ca2+ signaling pathways. Malfunctioning Ca2+ regulation in PC2 causes autosomal-dominant polycystic kidney disease. Here we report two cryo-EM structures of distinct channel states of full-length human PC2 in complex with lipids and cations. The structures reveal conformational differences in the selectivity filter and in the large exoplasmic domain (TOP domain), which displays differing N-glycosylation. The more open structure has one cation bound below the selectivity filter (single-ion mode, PC2(SI)), whereas multiple cations are bound along the translocation pathway in the second structure (multi-ion mode, PC2(MI)). Ca2+ binding at the entrance of the selectivity filter suggests Ca2+ blockage in PC2(MI), and we observed density for the Ca2+-sensing C-terminal EF hand in the unblocked PC2(SI) state. The states show altered interactions of lipids with the pore loop and TOP domain, thus reflecting the functional diversity of PC2 at different locations, owing to different membrane compositions

Azimuthal correlations in photoproduction and deep inelastic epep scattering at HERA

Collective behaviour of final-state hadrons, and multiparton interactions are studied in high-multiplicity ep scattering at a centre-of-mass energy $\sqrt(s)$ = 318 GeV with the ZEUS detector at HERA. Two- and four-particle azimuthal correlations, as well as multiplicity, transverse momentum, and pseudorapidity distributions for charged particle multiplicities N$_{ch}$ ≥ 20 are measured. The dependence of two-particle correlations on the virtuality of the exchanged photon shows a clear transition from photoproduction to neutral current deep inelastic scattering. For the multiplicities studied, neither the measurements in photoproduction processes nor those in neutral current deep inelastic scattering indicate significant collective behaviour of the kind observed in high-multiplicity hadronic collisions at RHIC and the LHC. Comparisons of PYTHIA predictions with the measurements in photoproduction strongly indicate the presence of multiparton interactions from hadronic fluctuations of the exchanged photon

Limits on contact interactions and leptoquarks at HERA

High-precision HERA data corresponding to a luminosity of around 1  fb-1 have been used in the framework of eeqq contact interactions (CI) to set limits on possible high-energy contributions beyond the Standard Model to electron-quark scattering. Measurements of the inclusive deep inelastic cross sections in neutral and charged current ep scattering were considered. The analysis of the ep data has been based on simultaneous fits of parton distribution functions including contributions of CI couplings to ep scattering. Several general CI models and scenarios with heavy leptoquarks were considered. Improvements in the description of the inclusive HERA data were obtained for a few models. Since a statistically significant deviation from the Standard Model cannot be established, limits in the TeV range were set on all models considered