gebhart/patrepeval huggingface dataset:
KnowRU: Knowledge Reuse via Knowledge Distillation in Multi-Agent Reinforcement Learning (2021)

Recently, deep reinforcement learning (RL) algorithms have achieved significant progress in the multi-agent domain. However, training for increasingly complex tasks would be time-consuming and resource intensive. To alleviate this problem, efficient leveraging of historical experience is essential, which is under-explored in previous studies because most existing methods fail to achieve this goal in a continuously dynamic system owing to their complicated design. In this paper, we propose a method for knowledge reuse called "KnowRU", which can be easily deployed in the majority of multi-agent reinforcement learning (MARL) algorithms without requiring complicated hand-coded design. We employ the knowledge distillation paradigm to transfer knowledge among agents to shorten the training phase for new tasks while improving the asymptotic performance of agents. To empirically demonstrate the robustness and effectiveness of KnowRU, we perform extensive experiments on state-of-the-art MARL algorithms in collaborative and competitive scenarios. The results show that KnowRU outperforms recently reported methods and not only successfully accelerates the training phase, but also improves the training performance, emphasizing the importance of the proposed knowledge reuse for MARL.
Expression of AGR2 in non small cell lung cancer. (2007)

We aimed to evaluate immunohistochemically the expression of the human Anterior Gradient-2 (AGR2), a gene which has recently been proposed as an oncogene for lung carcinoma development, in non small cell lung cancer and to correlate the findings to clinico-pathological data including patient survival. 95 cases of NSCLC were immunostained using a polyclonal AGR2 antibody and statistical analyses were applied to test for prognostic and diagnostic associations. AGR2 was expressed in 66.3% of cases, preferentially adenocarcinomas. There were no relevant associations with clinico-pathological parameters. A prognostic value of AGR2 could not be demonstrated neither in multivariate nor in univariate analyses. Interestingly, this is the first study to demonstrate AGR2 expression in squamous cell carcinomas. Although a prognostic value of AGR2 seems unlikely further studies are warranted to investigate the biological role of AGR2 in NSCLC and its differential expression according to histology.
Diverse Modes of Axon Elaboration in the Developing Neocortex (2005)

The development of axonal arbors is a critical step in the establishment of precise neural circuits, but relatively little is known about the mechanisms of axonal elaboration in the neocortex. We used in vivo two-photon time-lapse microscopy to image axons in the neocortex of green fluorescent protein-transgenic mice over the first 3 wk of postnatal development. This period spans the elaboration of thalamocortical (TC) and Cajal-Retzius (CR) axons and cortical synaptogenesis. Layer 1 collaterals of TC and CR axons were imaged repeatedly over time scales ranging from minutes up to days, and their growth and pruning were analyzed. The structure and dynamics of TC and CR axons differed profoundly. Branches of TC axons terminated in small, bulbous growth cones, while CR axon branch tips had large growth cones with numerous long filopodia. TC axons grew rapidly in straight paths, with frequent interstitial branch additions, while CR axons grew more slowly along tortuous paths. For both types of axon, new branches appeared at interstitial sites along the axon shaft and did not involve growth cone splitting. Pruning occurred via retraction of small axon branches (tens of microns, at both CR and TC axons) or degeneration of large portions of the arbor (hundreds of microns, for TC axons only). The balance between growth and retraction favored overall growth, but only by a slight margin. Given the identical layer 1 territory upon which CR and TC axons grow, the differences in their structure and dynamics likely reflect distinct intrinsic growth programs for axons of long projection neurons versus local interneurons.
Novel hemodynamic structures in the human glomerulus (2018)

To investigate human glomerular structure under conditions of physiological perfusion, we have analyzed fresh and perfusion-fixed normal human glomeruli at physiological hydrostatic and oncotic pressures using serial resin section reconstruction, confocal, multiphoton, and electron microscope imaging. Afferent and efferent arterioles (21.5 ± 1.2 µm and 15.9 ± 1.2 µm diameter), recognized from vascular origins, lead into previously undescribed wider regions (43.2 ± 2.8 µm and 38.4 ± 4.9 µm diameter) we have termed vascular chambers (VCs) embedded in the mesangium of the vascular pole. Afferent VC (AVC) volume was 1.6-fold greater than efferent VC (EVC) volume. From the AVC, long nonbranching high-capacity conduit vessels ( n = 7) (Con; 15.9 ± 0.7 µm diameter) led to the glomerular edge, where branching was more frequent. Conduit vessels have fewer podocytes than filtration capillaries. VCs were confirmed in fixed and unfixed specimens with a layer of banded collagen identified in AVC walls by multiphoton and electron microscopy. Thirteen highly branched efferent first-order vessels (E1; 9.9 ± 0.4 µm diameter) converge on the EVC, draining into the efferent arteriole (15.9 ± 1.2 µm diameter). Banded collagen was scarce around EVCs. This previously undescribed branching topology does not conform to the branching of minimum energy expenditure (Murray's law), suggesting that even distribution of pressure/flow to the filtration capillaries is more important than maintaining the minimum work required for blood flow. We propose that AVCs act as plenum manifolds possibly aided by vortical flow in distributing and balancing blood flow/pressure to conduit vessels supplying glomerular lobules. These major adaptations to glomerular capillary structure could regulate hemodynamic pressure and flow in human glomerular capillaries.
Development of a Polarizable Intermolecular Potential Function (PIPF) for Liquid Amides and Alkanes (2007)

A polarizable intermolecular potential function (PIPF) employing the Thole interacting dipole (TID) polarization model has been developed for liquid alkanes and amides. In connection with the internal bonding terms of the CHARMM22 force field, the present PIPF-CHARMM potential provides an adequate description of structural and thermodynamic properties for liquid alkanes and for liquid amides through molecular dynamics simulations. The computed heats of vaporization and liquid density are within 1.4% of experimental values. Polarization effects play a major role in liquid amides, which are reflected by an increase of 1.5 to 1.8 D in molecular dipole moment for primary and secondary amides. Furthermore, the computed polarization energies contribute to the total intermolecular interaction energy by 6 to 24%. The ability of the PIPF-CHARMM force field to treat protein backbone structures is tested by examining the potential energy surface of the amide bond rotation in N-methylacetamide and the Ramachandran surface for alanine dipeptide. The agreement with ab initio MP2 results and with the original CHARMM22 force field is encouraging, suggesting the PIPF-CHARMM potential can be used as a starting point to construct a complete polarizable force field for proteins.
Effects of Neonicotinoids on Promoter-Specific Expression and Activity of Aromatase (CYP19) in Human Adrenocortical Carcinoma (H295R) and Primary Umbilical Vein Endothelial (HUVEC) Cells (2015)

The enzyme aromatase (CYP19; cytochrome P450 19) in humans undergoes highly tissue- and promoter-specific regulation. In hormone-dependent breast cancer, aromatase is over-expressed via several normally inactive promoters (PII, I.3, I.7). Aromatase biosynthesizes estrogens, which stimulate breast cancer cell proliferation. The placenta produces estrogens required for healthy pregnancy and the major placental CYP19 promoter is I.1. Exposure to certain pesticides, such as atrazine, is associated with increased CYP19 expression, but little is known about the effects of neonicotinoid insecticides on CYP19. We developed sensitive and robust RT-qPCR methods to detect the promoter-specific expression of CYP19 in human adrenocortical carcinoma (H295R) and primary umbilical vein endothelial (HUVEC) cells, and determined the potential promoter-specific disruption of CYP19 expression by atrazine and the commonly used neonicotinoids imidacloprid, thiacloprid, and thiamethoxam. In H295R cells, atrazine concentration-dependently increased PII- and I.3-mediated CYP19 expression and aromatase catalytic activity. Thiacloprid and thiamethoxam induced PII- and I.3-mediated CYP19 expression and aromatase activity at relatively low concentrations (0.1-1.0 µM), exhibiting non-monotonic concentration-response curves with a decline in gene induction and catalytic activity at higher concentrations. In HUVEC cells, atrazine slightly induced overall (promoter-indistinct) CYP19 expression (30 µM) and aromatase activity (≥ 3 µM), without increasing I.1 promoter activity. None of the neonicotinoids increased CYP19 expression or aromatase activity in HUVEC cells. Considering the importance of promoter-specific (over)expression of CYP19 in disease (breast cancer) or during sensitive developmental periods (pregnancy), our newly developed RT-qPCR methods will be helpful tools in assessing the risk that neonicotinoids and other chemicals may pose to exposed women.
Reuterin disrupts Clostridioides difficile metabolism and pathogenicity through reactive oxygen species generation (2020)

Antibiotic resistance is one of the world’s greatest public health challenges and adjunct probiotic therapies are strategies that could lessen this burden. Clostridioides difficile infection (CDI) is a prime example where adjunct probiotic therapies could decrease disease incidence through prevention. Human-derived Lactobacillus reuteri is a probiotic that produces the antimicrobial compound reuterin known to prevent C. difficile colonization of antibiotic-treated fecal microbial communities. However, the mechanism of inhibition is unclear. We show that reuterin inhibits C. difficile outgrowth from spores and vegetative cell growth, however, no effect on C. difficile germination or sporulation was observed. Consistent with published studies, we found that exposure to reuterin stimulated reactive oxygen species (ROS) in C. difficile, resulting in a concentration-dependent reduction in cell viability that was rescued by the antioxidant glutathione. Sublethal concentrations of reuterin enhanced the susceptibility of vegetative C. difficile to vancomycin and metronidazole treatment and reduced toxin synthesis by C. difficile. We also demonstrate that reuterin is protective against C. difficile toxin-mediated cellular damage in the human intestinal enteroid model. Overall, our results indicate that ROS are essential mediators of reuterin activity and show that reuterin production by L. reuteri is compatible as a therapeutic in a clinically relevant model.
F.M.C.C Raider Times (November 27, 1987) (1987)

How Well Do FMCC Transfers Do?; One in Five Raped; Financial Aid Process Simplified; Where is the Boat?; Keep the Campus Clean; PTK Inducts New Members; Video Tapes on Aids Available; Dr. Robert Kusek Co-Authors Book; Peer Tutors Used at Learning Center; Rita Mary Burke; Robert Harrell; Day Care Center
Perceptual Analysis Of Sampled Color Monitor Displays (1988)

The development of a product line of alphanumeric color displays involves the consideration of both economic and perceptual factors. In this paper we focus on the perceptual analysis of color monitors as an aid to the design process. Many image display systems can be evaluated through Just-Noticeable-Difference (JND) analysis. The virtue of this analysis is that it converts the objective parameters that describe the display into units that quantify their visual impact. An example application of this analysis is the determination of the number of phosphor triads needed for a color alphanumeric CRT display. If too few phosphor triads are used in the display, then the visibility of the characters is poor, whereas if too many are used, then the cost of the CRT becomes prohibitively high. By choosing the number of phosphor triads that just meets the visual system&apos;s requirements for visibility of the information, the display will meet its performance objective without incurring unnecessary cost.
The incidence and prevalence of Huntington's disease: A systematic review and meta‐analysis (2012)

Huntington's disease (HD) is a rare, neurodegenerative disorder characterized by chorea, behavioral manifestations, and dementia. The aim of this study was to estimate the incidence and prevalence of HD through a systematic review of the literature. Medline and Embase databases were searched using terms specific to HD as well as studies of incidence, prevalence, and epidemiology. All studies reporting the incidence and/or prevalence of HD were included. Twenty original research articles were included. Eight studies examined incidence, and 17 studies examined prevalence. Meta-analysis of data from four incidence studies revealed an incidence of 0.38 per 100,000 per year (95% confidence interval [CI]: 0.16, 0.94). Lower incidence was reported in the Asian studies (n = 2), compared to the studies performed in Europe, North America, and Australia (n = 6). The worldwide service-based prevalence of HD, based on a meta-analysis (n = 13 studies), was 2.71 per 100,000 (95% CI: 1.55-4.72). Eleven studies were conducted in Europe, North American, and Australia, with an overall prevalence of 5.70 per 100,000 (95% CI: 4.42-7.35). Three studies were conducted in Asia, with an overall prevalence of 0.40 per 100,000 (95% CI: 0.26-0.61). Metaregression revealed a significantly lower prevalence of HD in Asia, compared to European, North American, and Australian populations. HD is a devastating neurodegenerative disorder with a higher prevalence in Europe, North America, and Australia than in Asia. The difference in prevalence of this genetic disorder can be largely explained by huntingtin gene haplotypes.
Passive and Active RF-Microwave Circuits: Course and Exercises with Solutions (2015)

Microwave and radiofrequency (RF) circuits play an important role in communication systems. Due to the proliferation of radar, satellite, and mobile wireless systems, there is a need for design methods that can satisfy the ever increasing demand for accuracy, reliability, and fast development times. This book explores the principal elements for receiving and emitting signals between Earth stations, satellites, and RF (mobile phones) in four parts; the theory and realization of couplers, computation and realization of microwave and RF filters, amplifiers and microwave and RF oscillators. Pas
Development of sequence‐tagged site markers linked to the pillar growth type in peach (Prunus persica) (2011)

With 5 figures and 3 tables Abstract In peach [ Prunus persica (L.) Batsch], trees showing columnar (also termed pillar or broomy) growth habit are of interest for high‐density production systems. While the selection of the pillar homozygous phenotype ( brbr ) can be carried out prior to field planting, the intermediate heterozygous upright phenotype is difficult to distinguish from standard trees until they are quite large in the field. Application of marker‐assisted selection would be helpful in establishing more efficient breeding programmes developing pillar and upright varieties. Thirty‐four amplified fragment length polymorphism (AFLP) markers and three simple sequence repeat (SSR) markers identified by bulked segregant analyses mapped together with the br gene on linkage group 2 (LG 2) of the Prunus reference map. The linkage group covers 92.9 cM. The AFLP marker ETGM61_291R mapped with 4.8 cM to the br gene on one side and the closest AFLP markers ETAM56_267A, ECAM61_426A and ETAM48_279A with 3.8 cM on the other side. These four AFLP markers were sequenced, and two, ETGM61_291R and ETAM48_279A, were successfully converted into sequence‐tagged site (STS) markers for marker‐assisted selection. BLAST searches against the peach genome placed the br gene in the region 17–18 Mb on LG 2.
A physiological and biochemical approach to the systematics ofColletotrichumspecies pathogenic to strawberry (2000)

A total of 247 physiological and biochemical characters were assessed for the differentiation of 73 strains of Colletotrichum isolated from diseased strawberry plants with anthracnose symptoms. The strains had previously been grouped using data from a range of DNA analyses. Approximately 41% of the characters surveyed (i.e., 101/247) gave results that were in some way differential. The strains were grouped according to these differential characters by numerical analysis with Gower's general similarity coefficient and UPGMA average linkage clustering. The resulting dendrogram placed the strains in two major clusters. These groupings were confirmed by principal coordinates analysis based on the average distance measure. The ordination showed that few physiological or biochemical tests were discriminatory in isolation, in terms of separating the major clusters. However, strain groupings obtained by these methods strongly reflected previous rDNA and mtDNA molecular classifications.
Metal Enolates in Polymer Science and Technology (2010)

Abstract Introduction Radical Polymerization Polymerization of Nonfunctionalized Olefins Polymerization of Lactones and Lactides Anionic Polymerization of Methacrylates and Acrylates Macromolecular Engineering and Enolates Acknowledgments
Bayesian Learning of Sum-Product Networks (2019)

Sum-product networks (SPNs) are flexible density estimators and have received significant attention due to their attractive inference properties. While parameter learning in SPNs is well developed, structure learning leaves something to be desired: Even though there is a plethora of SPN structure learners, most of them are somewhat ad-hoc and based on intuition rather than a clear learning principle. In this paper, we introduce a well-principled Bayesian framework for SPN structure learning. First, we decompose the problem into i) laying out a computational graph, and ii) learning the so-called scope function over the graph. The first is rather unproblematic and akin to neural network architecture validation. The second represents the effective structure of the SPN and needs to respect the usual structural constraints in SPN, i.e. completeness and decomposability. While representing and learning the scope function is somewhat involved in general, in this paper, we propose a natural parametrisation for an important and widely used special case of SPNs. These structural parameters are incorporated into a Bayesian model, such that simultaneous structure and parameter learning is cast into monolithic Bayesian posterior inference. In various experiments, our Bayesian SPNs often improve test likelihoods over greedy SPN learners. Further, since the Bayesian framework protects against overfitting, we can evaluate hyper-parameters directly on the Bayesian model score, waiving the need for a separate validation set, which is especially beneficial in low data regimes. Bayesian SPNs can be applied to heterogeneous domains and can easily be extended to nonparametric formulations. Moreover, our Bayesian approach is the first, which consistently and robustly learns SPN structures under missing data.
Investigation of the action of ultrahigh pressures on carbon nanotubes (1999)

An investigation is made of the possibility of obtaining technical-grade diamonds in ultrahigh-pressure apparatus by using the cathode deposits formed during fullerene production in an arc discharge as raw material. It is shown that carbon nanostructures present in the cathode deposit increase the number of diamond crystallization centers compared with standard graphite.
Characterization of Alternative Cytosolic Forms and Cellular Targets of Mouse Mitochondrial Thioredoxin Reductase (2006)

Thioredoxin reductase (TR) and thioredoxin (Trx) define a major cellular redox system that maintains cysteine residues in numerous proteins in the reduced state. Both cytosolic (TR1 and Trx1) and mitochondrial (TR3 and Trx2) enzymes are essential in mammals, but the function of the mitochondrial system is less understood. In this study, we characterized subcellular localization of three TR3 forms that are generated by alternative first exon splicing and that differ in their N-terminal sequences. Only one of these forms resides in mitochondria, whereas the two other isoforms are cytosolic. Consistent with this finding, TR3 did not have catalytic preferences for mitochondrial Trx2 versus cytosolic Trx1, both of which could serve as TR3 substrates. Similarly, TR1 was equally active with Trx1, Trx2, or a bacterial Trx. We generated recombinant selenoprotein forms of TR1 and TR3 and found that these enzymes were inhibited by zinc, but not by calcium or cobalt ions. We further developed a proteomic method for identification of targets of TRs in mammalian cells utilizing affinity columns containing recombinant TR3 forms differing in C-terminal sequences. Using this procedure, we found that Trx1 was the major target of TR3 in both rat and mouse liver cytosol. The truncated form of TR3 lacking selenocysteine was particularly efficient in binding Trx1, consistent with the previously observed role of truncated TR1 in apoptosis. Overall, these data establish that the function of TR3 is not limited to its role in Trx2 reduction.
Molecular Dynamics and Infrared Spectra of NaSCN Dissolved in the Solvent Macrocycle 15-Crown-5 and Polyethylene Oxide Dimethyl Ether-250 (1995)

ADVERTISEMENT RETURN TO ISSUEPREVArticleNEXTMolecular Dynamics and Infrared Spectra of NaSCN Dissolved in the Solvent Macrocycle 15-Crown-5 and Polyethylene Oxide Dimethyl Ether-250Meizhen Xu, Edward M. Eyring, and Sergio PetrucciCite this: J. Phys. Chem. 1995, 99, 40, 14589–14596Publication Date (Print):October 1, 1995Publication History Published online1 May 2002Published inissue 1 October 1995https://pubs.acs.org/doi/10.1021/j100040a004https://doi.org/10.1021/j100040a004research-articleACS PublicationsRequest reuse permissionsArticle Views159Altmetric-Citations17LEARN ABOUT THESE METRICSArticle Views are the COUNTER-compliant sum of full text article downloads since November 2008 (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information about Crossref citation counts.The Altmetric Attention Score is a quantitative measure of the attention that a research article has received online. Clicking on the donut icon will load a page at altmetric.com with additional details about the score and the social media presence for the given article. Find more information on the Altmetric Attention Score and how the score is calculated. Share Add toView InAdd Full Text with ReferenceAdd Description ExportRISCitationCitation and abstractCitation and referencesMore Options Share onFacebookTwitterWechatLinked InRedditEmail Other access optionsSupporting Info (3)»Supporting Information Supporting Information Get e-Alerts