In recent years, graph neural network (GNN) based approaches have emerged as a powerful technique to encode complex topological structure of crystal materials in an enriched repre- sentation space. These models are often supervised nature and using the property-specific training data, learn relation- ship between different properties like formation energy, bandgap, bulk modulus, etc. Most these...

Distilling lessons from the author’s book, The Media Offensive: How Press and Public Opinion Shaped Allied Strategy during World War II, this article provides applicable suggestions for US military today. As in press is both a weapon possible vulnerability modern warfare. Consequently, offers practical how can be used by public affairs officers, commanders, policymakers to achieve victory comin...

The use of acid electrolysed water (AcEW) is a relatively new sanitizing technique for brewery equipment. Experiments showed that a 30% AcEW (a free chlorine concentration of above 17mg/L) was a sufficient and effective alternative to conventional sanitizers such as peracetic acid (2%). On the basis of the results of industrial-scale clean-in-place tests, an effective AcEW-based clean-in-place ...

Speech summarization, distilling important information and removing redundant and incorrect information from spoken documents, has become an active area of intensive research in the recent past. In this paper, we consider hybrids of supervised and unsupervised models for extractive speech summarization. Moreover, we investigate the use of the unsupervised summarizer to improve the performance o...

Ming Li, Shao-Ming Fei and Zhi-Xi Wang 1 Department of Mathematics, Capital Normal University, Beijing 100037 2 Institut für Angewandte Mathematik, Universität Bonn, D-53115 Abstract We study the concurrence of arbitrary multipartite mixed quantum states. An explicit lower bound of the concurrence is derived, which detects quantum entanglement of some states better than some separability criter...

Focusing is a general technique for transforming a sequent proof system into one with a syntactic separation of non-deterministic choices without sacrificing completeness. This not only improves proof search, but also has the representational benefit of distilling sequent proofs into synthetic normal forms. We show how to apply the focusing technique to nested sequent calculi, a generalization ...

Rockburst may cause damage to engineering equipment, disrupt construction progress, and endanger human life. To this day, the occurrence of rockburst remains complex difficult predict. This study proposes D-P-Transformer algorithm address issue by improving embedding structure Transformer for specific applications data. reduce computational requirement, sparse self-attention is adopted replace ...

Each year, several thousand child refugees are resettled in Australia. These children have faced numerous stressors and are at increased risk for developing mental health problems including traumatic stress and a variety of emotional, behavioural, and educational difficulties. The diverse contexts in which refugee children may come into contact with mental health clinicians include school, chil...