1,061 research outputs found
On automorphism groups of affine surfaces
This is a survey on the automorphism groups in various classes of affine
algebraic surfaces and the algebraic group actions on such surfaces. Being
infinite-dimensional, these automorphism groups share some important features
of algebraic groups. At the same time, they can be studied from the viewpoint
of the combinatorial group theory, so we put a special accent on
group-theoretical aspects (ind-groups, amalgams, etc.). We provide different
approaches to classification, prove certain new results, and attract attention
to several open problems.Comment: Proposition 2.10 from the previous version (published in Algebraic
Varieties and Automorphism Groups, ASPM 75) deleted. There is a mistake in
the proof kindly indicated by J.-P. Furter; the validity of the result
remains open. This does not affect the rest of the pape
Linear Self-Attention Approximation via Trainable Feedforward Kernel
In pursuit of faster computation, Efficient Transformers demonstrate an
impressive variety of approaches -- models attaining sub-quadratic attention
complexity can utilize a notion of sparsity or a low-rank approximation of
inputs to reduce the number of attended keys; other ways to reduce complexity
include locality-sensitive hashing, key pooling, additional memory to store
information in compacted or hybridization with other architectures, such as
CNN. Often based on a strong mathematical basis, kernelized approaches allow
for the approximation of attention with linear complexity while retaining high
accuracy. Therefore, in the present paper, we aim to expand the idea of
trainable kernel methods to approximate the self-attention mechanism of the
Transformer architecture
Role of Vertical Segregation in Semitransparent Organic Photovoltaics
In this work, the efficiency of semitransparent organic photovoltaic (OPV) devices for low intensity applications is investigated as a function of the processing conditions. It is observed that a thermal treatment of the organic layer induces fullerene migration toward the active layer/air interface. This physical process gives rise to different vertical segregation profiles of donor and acceptor molecules. Once the back contact is deposited, the amount of fullerene covering the surface will determine the contact selectivity and leakage current of the device. Control of this leakage current may not be essential for devices fabricated for high illumination condition applications. However, devices to be used under low illumination conditions may be highly influenced by the presence of this parasitic dark current which flows in the opposite direction to photogenerated current. At the proximity of the contacts, the vertical segregation profile is inferred from optical and electrical measurements. In particular, external quantum efficiency (EQE) measurements carried out from a relatively opaque back contact provide local information on the materials spatially close to the light source. Alternatively, capacitance–voltage measurements enable calculation of the percentage of fullerene molecules covering the cathode contact. Overall, a versatile method that can be used in regular and inverted configuration is presented that explains the different behavior observed for devices to be used under low illumination conditions.1) FP7 European collaborative project SUNFLOWER (FP7-ICT-2011-7-contract num. 287594).
2) Generalitat Valenciana (project ISIC/2012/008 Institute of Nanotechnologies for Clean Energies).
3) Brno University of Technology for financial support (CZ.1.07/2.3.00/30.0039
Information Model and Its Element for Displaying Information on Technical Condition of Objects of Integrated Information System
The suggested information elements for the system of information display of the technical condition of the integrated information system meet the essential requirements of the information presentation. They correlate with the real object simply and very accurately. The suggested model of information display of the technical condition of the objects of integrated information system improves the efficiency of the operator of technical diagnostics in evaluating the information about the technical condition of the integrated information system
Constructing Temporal Networks of OSS Programming Language Ecosystems
One of the primary factors that encourage developers to contribute to open
source software (OSS) projects is the collaborative nature of OSS development.
However, the collaborative structure of these communities largely remains
unclear, partly due to the enormous scale of data to be gathered, processed,
and analyzed. In this work, we utilize the World Of Code dataset, which
contains commit activity data for millions of OSS projects, to build
collaboration networks for ten popular programming language ecosystems,
containing in total over 290M commits across over 18M projects. We build a
collaboration graph representation for each language ecosystem, having authors
and projects as nodes, which enables various forms of social network analysis
on the scale of language ecosystems. Moreover, we capture the information on
the ecosystems' evolution by slicing each network into 30 historical snapshots.
Additionally, we calculate multiple collaboration metrics that characterize the
ecosystems' states. We make the resulting dataset publicly available, including
the constructed graphs and the pipeline enabling the analysis of more
ecosystems.Comment: Accepted to SANER 202
- …