We present Query Selector - a sparse attention Transformer algorithm especially efficient for long-term time series forecasting. Time forecasting is an old and important area of statistical research with vast practical applications to solving real life problems. In recent years, there has been growing interest in applying Deep Learning algorithms modeling. However, the best performing algorithm...

In this work, we developed a model for nonvolatile memory cell based on the electrical TiOX/HfOx ReRAM and hybrid electrothermal of VO2 Mott selector recently by our team. Both models have been calibrated validated with experimental data, operating characteristics one-selector-one-ReRAM (1S1R) has studied. The length layer was varied as design parameter to meet requirements proper read, write, ...

1. Introduction. This is a fascinating paper on an important topic: the choice of predictor variables in large-scale linear models. A previous paper in these pages attacked the same problem using the " LARS " algorithm (Efron, Hastie, Johnstone and Tibshirani [3]); actually three algorithms including the Lasso as middle case. There are tantalizing similarities between the Dantzig Selector (DS) ...

BACKGROUND In Drosophila, segment-specific muscle pattern is thought to be determined by the autonomous function of homeotic selector genes in the mesoderm in combination with inductive cues from the developing epidermis and nervous system. Here, we have examined the roles of homeotic genes in the patterning of the somatic muscles of the thoracic segments of Drosophila. RESULTS We determined ...

Ab affinity maturation in vivo is always accompanied by negative selection to maintain Ag specificity. In contrast, in vitro affinity maturation can lead to epitope spread, resulting in loss of specificity. Anti-ganglioside-GD2 mAbs are clinically effective against neuroblastoma; pain and neuropathy are major side effects. We used structural relatives of GD2 to define epitope spread during in v...

We initiate a study of garbled circuits that contain both Boolean and arithmetic gatesin secure multiparty computation. In particular, we incorporate the garbling gadgets for arithmeticcircuits recently presented by Ball, Malkin, and Rosulek (ACM CCS 2016) into the multiparty garblingparadigm initially introduced by Beaver, Micali, and Rogaway (STOC ’90). This is the first work that...

In the pivotal variable selection problem, we derive exact nonasymptotic minimax selector over class of all s-sparse vectors, which is also Bayes with respect to uniform prior. While this optimal is, in general, not realizable polynomial time, show that its tractable counterpart (the scan selector) attains expected Hamming risk within factor 2, and probability wrong recovery. As a consequence, ...