Zero-shot graph embedding is a major challenge for supervised learning. Although recent method RECT has shown promising performance, its working mechanisms are not clear and still needs lots of training data. In this paper, we give deep insights into RECT, address fundamental limits. We show that core part GNN prototypical model in which class prototype described by mean feature vector. As such...

The statements in a program may be classi­ fied as "kernel statements" if they participate d i rect ly in the computation of some output and as "control statements" if they participate di rect ly in deciding the control path at branch points. Two programs are kernel equivalent if they always execute identical sequences of kernel statements given the same inputs. Kernel equivalence is defined fo...

BACKGROUND Although burnout is viewed as a syndrome rooted in the working environment and organizational culture, the role of the learning environment in the development of resident burnout remains unclear. We aimed to evaluate the association between burnout and the learning environment in a cohort of Belgian residents. METHODS We conducted a cross-sectional online survey among residents in ...

PURPOSE In this work, we propose a new method of calibrating cone beam computed tomography (CBCT) data sets for radiotherapy dose calculation and plan assessment. The motivation for this patient-specific calibration (PSC) method is to develop an efficient, robust, and accurate CBCT calibration process that is less susceptible to deformable image registration (DIR) errors. METHODS Instead of m...

In this report, we describe the identification of functions that promote genomic recombination of linear DNA introduced into Pseudomonas cells by electroporation. The genes encoding these functions were identified in Pseudomonas syringae pv. syringae B728a based on similarity to the lambda Red Exo/Beta and RecET proteins encoded by the lambda and Rac bacteriophages of Escherichia coli. The abil...

Rect@ son las iniciales de Revista Electrónica Comunicaciones y Trabajos ASEPUMA. Se trata una iniciativa la Asociación Profesores Universitarios Matemáticas aplicadas a Economía Empresa (ASEPUMA) con el fin difundir los trabajos que realicen sus asociados, así como otros investigadores, en campo matemáticas economía empresa

Theoretical dependences for deter-mining the wear intensity, depending on modes and conditions of EDM process ma-chine parts based energy approach to processing triboprocess, are given. These make it possible determine optimal ensuring required parameters resistance (with a single-stage – di-rect engineering support).

Rect@ son las iniciales de Revista Electrónica Comunicaciones y Trabajos ASEPUMA. Se trata una iniciativa la Asociación Profesores Universitarios Matemáticas aplicadas a Economía Empresa (ASEPUMA) con el fin difundir los trabajos que realicen sus asociados, así como otros investigadores, en campo matemáticas economía empresa