430 research outputs found
R&D results on a CsI-TTGEM based photodetector
The very high momentum particle identification detector proposed for the
ALICE upgrade is a focusing RICH using a C4F10 gaseous radiator. For the
detection of Cherenkov photons, one of the options currently under
investigation is to use a CsI coated Triple-Thick-GEM (CsI-TTGEM) with metallic
or resistive electrodes. We will present results from the laboratory studies as
well as preliminary results of beam tests of a RICH detector prototype
consisting of a CaF2 radiator coupled to a 10x10 cm2 CsI-TTGEM equipped with a
pad readout and GASSIPLEX-based front-end electronics. With such a prototype
the detection of Cherenkov photons simultaneously with minimum ionizing
particles has been achieved for the first time in a stable operation mode
Race and Criminal Justice in Canada
The relationship between race and crime has long been a subject of study in the United States; however, such analysis is more recent in Canada. A major factor impeding such study is the fact that racial/ethnic data are not routinely collected and available in Canada, unlike the United States. The collection of such data would arguably undermine the multi-cultural mosaic of Canada as a place of acceptance and tolerance. However, the lack of such data bellies research suggesting that race plays a role in the Canadian criminal justice system. Using available, albeit, limited research studies and their data, the role of race is evident throughout the justice system. Thee findings of this study are placed within a theoretical context emphasizing structural sources of differential treatment in the Canadian justice system. It may be time for Canada to recognize the fact that race plays a role in the justice system and formally collect and document the nature and extent of its role
POET: Training Neural Networks on Tiny Devices with Integrated Rematerialization and Paging
Fine-tuning models on edge devices like mobile phones would enable
privacy-preserving personalization over sensitive data. However, edge training
has historically been limited to relatively small models with simple
architectures because training is both memory and energy intensive. We present
POET, an algorithm to enable training large neural networks on memory-scarce
battery-operated edge devices. POET jointly optimizes the integrated search
search spaces of rematerialization and paging, two algorithms to reduce the
memory consumption of backpropagation. Given a memory budget and a run-time
constraint, we formulate a mixed-integer linear program (MILP) for
energy-optimal training. Our approach enables training significantly larger
models on embedded devices while reducing energy consumption while not
modifying mathematical correctness of backpropagation. We demonstrate that it
is possible to fine-tune both ResNet-18 and BERT within the memory constraints
of a Cortex-M class embedded device while outperforming current edge training
methods in energy efficiency. POET is an open-source project available at
https://github.com/ShishirPatil/poetComment: Proceedings of the 39th International Conference on Machine Learning
2022 (ICML 2022
Exosomal Hsp70 Induces a Pro-Inflammatory Response to Foreign Particles Including Mycobacteria
© 2010 Anand et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.Background: Exosomes are endosome-derived vesicles that are released when multi-vesicular bodies (MVBs) fuse with the plasma membrane. Exosomes released from mycobacteria-infected cells have recently been shown to be pro-inflammatory. A prominent host molecule that is found within these exosomes is Hsp70, a member of the heat-shock family of proteins.
Methodology/Principal Findings: We first characterized the exosomes purified from control and mycobacteria-infected cells. We found that relative to uninfected cells, macrophages infected with M. smegmatis and M. avium release more exosomes and the exosomes they released had more Hsp70 on their surface. Both exosomes and exogenous Hsp70 treatment of macrophages led to NF-kB activation and TNFa release in uninfected macrophages; Hsp70 levels were elevated in mycobacteria-infected cells. Macrophage treatment with Hsp70 also led to increase in the phagocytosis and maturation of latex-bead phagosomes. Finally, Hsp70 pre-incubation of M. smegmatis- and M. avium-infected cells led to increased phago-lysosome fusion, as well as more killing of mycobacteria within macrophages.
Conclusions/Significance: Our results fit into an emerging concept whereby exosomes-containing Hsp70 are effective inducers of inflammation, also in response to mycobacterial infection.E.A. was supported by Fundação para a Ciência e a Tecnologia (FCT) Grant PIC/IC/82859/2007 and PTDC/SAU-MII/098024/2008. P.K.A was supported by
a post-doctoral research grant from Alexander von Humboldt foundation, Germany and Marie-Curie fellowship from European Union, FP6 programme MIF1-CT-
2006-039351. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript
Functional Association Between Three Archaeal Aminoacyl-tRNA Synthetases
Aminoacyl-tRNA synthetases (aaRSs) are responsible for attaching amino acids to their cognate tRNAs during protein synthesis. In eukaryotes aaRSs are commonly found in multi-enzyme complexes, although the role of these complexes is still not completely clear. Associations between aaRSs have also been reported in archaea, including a complex between prolyl-(ProRS) and leucyl-tRNA synthetases (LeuRS) in Methanothermobacter thermautotrophicus that enhances tRNAPro aminoacylation. Yeast two-hybrid screens suggested that lysyl-tRNA synthetase (LysRS) also associates with LeuRS in M. thermautotrophicus. Co-purification experiments confirmed that LeuRS, LysRS, and ProRS associate in cell-free extracts. LeuRS bound LysRS and ProRS with a comparable KD of about 0.3–0.9 μm, further supporting the formation of a stable multi-synthetase complex. The steady-state kinetics of aminoacylation by LysRS indicated that LeuRS specifically reduced the Km for tRNALys over 3-fold, with no additional change seen upon the addition of ProRS. No significant changes in aminoacylation by LeuRS or ProRS were observed upon the addition of LysRS. These findings, together with earlier data, indicate the existence of a functional complex of three aminoacyl-tRNA synthetases in archaea in which LeuRS improves the catalytic efficiency of tRNA aminoacylation by both LysRS and ProRS
- …