Researchers have proposed hardware, software, and algorithmic optimizations to improve the computational performance of deep learning. While some of these optimizations perform the same operations faster (e.g., increasing GPU clock speed), many others modify the semantics of the training procedure (e.g., reduced precision), and can impact the final model's accuracy on unseen data. Due to a lack of

Current FPGA programming tools require extensive hardware-specific manual code tuning to achieve performance, which is intractable for most software application teams. We present HPVM2FPGA, a novel end-to-end compiler and autotuning system that can automatically tune hardware-agnostic programs for FPGAs. HPVM2FPGA uses a hardware-agnostic abstraction of parallelism as an intermediate representatio

In the same way that the practice of cardiology has evolved over the years, so too has the way cardiology fellows in training (FITs) are trained. Propelled by recent advances in technology-catalysed by COVID-19-and the requirement to adapt age-old methods of both teaching and healthcare delivery, many aspects, or 'domains', of learning have changed. These include the environments in which FITs wor

Rihmstrom is a prepared (acrilyc painting, ink and graphite) canvas (200x80cm) to be walked through by the violinist during the performance of Über die Linie VII Wolfgang Rihm. This plastic extension was created with the performance of violinist Rachel Koblyakov.

specchio di perfezione is a light installation on screen for the Fugue BWV 1005 by Johann Sebastian Bach where by the violinist during the performance plays inside the light and shadows of the installation. This plastic extension was created with the performance of violinist Rachel Koblyakov. 3 light projectors, 1 screen (300x200cm minimum)

Affect and friendship change the way we think about research (epistemology) and conduct research (methodology). This article accounts for affect and friendship as feminist methods in peace research. It argues that affective feminist conversations, practices and actions through friendship can drastically modify how we think about peace. Based on fieldwork conducted in Colombia (2019 and 2022) with

Plastic extension of Minuet K.73 by Domenico Scarlatti. Video (2:17 min)

BACKGROUND: Aspergillus fumigatus is the most common filamentous fungus isolated from the airways of people with cystic fibrosis (CF). The aim of this study was to investigate how chronic A. fumigatus colonization affects lung function in people with CF, to identify risk factors for colonization, and to evaluate antifungal treatment of asymptomatic Aspergillus colonization.METHODS: Data from 2014-

BackgroundNon-coding genetic variants that influence gene transcription in pancreatic islets play a major role in the susceptibility to type 2 diabetes (T2D), and likely also contribute to type 1 diabetes (T1D) risk. For many loci, however, the mechanisms through which non-coding variants influence diabetes susceptibility are unknown.ResultsWe examine splicing QTLs (sQTLs) in pancreatic islets fro

Cross-laminated timber (CLT) as a prime example of an innovative product within the field of civil engineering has over the recent years attracted attention of the construction industry and engineers around the world. As a natural composite with different orientation of layers in addition to anisotropic properties of wood, CLT can be a challenging material in predictive numerical modelling. This i

Rainfall is a primary factor for agricultural production, especially in a rainfed agricultural region. Its accurate prediction is therefore vital for planning and managing farmers’ plantations. Rainfall plays an important role in the symmetry of the water cycle, and many hydrological models use rainfall as one of their components. This paper aimed to investigate the applicability of six machine le