55 research outputs found
Optical conductivity of black phosphorus with a tunable electronic structure
Black phosphorus (BP) is a two-dimensional layered material composed of
phosphorus atoms. Recently, it was demonstrated that external perturbations
such as an electric field close the band gap in few-layer BP, and can even
induce a band inversion, resulting in an insulator phase with a finite energy
gap or a Dirac semimetal phase characterized by two separate Dirac nodes. At
the transition between the two phases, a semi-Dirac state appears in which
energy disperses linearly along one direction and quadratically along the
other. In this work, we study the optical conductivity of few-layer BP using a
lattice model and the corresponding continuum model, incorporating the effects
of an external electric field and finite temperature. We find that the
low-frequency optical conductivity scales a power law that differs depending on
the phase, which can be utilized as an experimental signature of few-layer BP
in different phases. We also systematically analyze the evolution of the
material parameters as the electric field increases, and the consequence on the
power-law behavior of the optical conductivity.Comment: 14 pages, 11 figure
Robust Multi-bit Natural Language Watermarking through Invariant Features
Recent years have witnessed a proliferation of valuable original natural
language contents found in subscription-based media outlets, web novel
platforms, and outputs of large language models. However, these contents are
susceptible to illegal piracy and potential misuse without proper security
measures. This calls for a secure watermarking system to guarantee copyright
protection through leakage tracing or ownership identification. To effectively
combat piracy and protect copyrights, a multi-bit watermarking framework should
be able to embed adequate bits of information and extract the watermarks in a
robust manner despite possible corruption. In this work, we explore ways to
advance both payload and robustness by following a well-known proposition from
image watermarking and identify features in natural language that are invariant
to minor corruption. Through a systematic analysis of the possible sources of
errors, we further propose a corruption-resistant infill model. Our full method
improves upon the previous work on robustness by +16.8% point on average on
four datasets, three corruption types, and two corruption ratios. Code
available at https://github.com/bangawayoo/nlp-watermarking.Comment: ACL 2023 lon
Models and Benchmarks for Representation Learning of Partially Observed Subgraphs
Subgraphs are rich substructures in graphs, and their nodes and edges can be
partially observed in real-world tasks. Under partial observation, existing
node- or subgraph-level message-passing produces suboptimal representations. In
this paper, we formulate a novel task of learning representations of partially
observed subgraphs. To solve this problem, we propose Partial Subgraph InfoMax
(PSI) framework and generalize existing InfoMax models, including DGI,
InfoGraph, MVGRL, and GraphCL, into our framework. These models maximize the
mutual information between the partial subgraph's summary and various
substructures from nodes to full subgraphs. In addition, we suggest a novel
two-stage model with -hop PSI, which reconstructs the representation of the
full subgraph and improves its expressiveness from different local-global
structures. Under training and evaluation protocols designed for this problem,
we conduct experiments on three real-world datasets and demonstrate that PSI
models outperform baselines.Comment: CIKM 2022 Short Paper (Camera-ready + Appendix
CVD-grown monolayer MoS2 in bioabsorbable electronics and biosensors
Transient electronics entails the capability of electronic components to dissolve or reabsorb in a controlled manner when used in biomedical implants. Here, the authors perform a systematic study of the processes of hydrolysis, bioabsorption, cytotoxicity and immunological biocompatibility of monolayer MoS2
Measuring Anxiety in Patients With Early-Stage Parkinson's Disease: Rasch Analysis of the State-Trait Anxiety Inventory
The State-Trait Anxiety Inventory (STAI), composed of two 20-item subscales (STAI-state and STAI-trait), has been increasingly used to assess anxiety symptoms in patients with Parkinson's disease (PD). However, the clinimetric attributes of the STAI under the statistical framework of the item-response theory (IRT) have not been fully elucidated within this population to date. We performed an IRT-based Rasch analysis of the STAI outcomes of patients with de novo PD from the Parkinson's Progression Markers Initiative database. The unidimensionality, Rasch model fit, scale targeting, separation reliability, differential item functioning, and response category utility of the STAI were statistically evaluated. A total of 326 (209 males, 117 females) patients without cognitive dysfunction were enrolled in our study. The original versions of the STAI-state and STAI-trait had acceptable separation reliability but lacked appropriate response category functioning, exhibited scale off-targeting, and several items demonstrated poor fit to the Rasch model. The response categories were reduced from four to three, and the rescored three-point TASI-trait demonstrated a marked improvement in clinimetric properties without a significant impact on unidimensionality and separation reliability. The rescored three-point version of the STAI-state required the additional removal of four misfitting items in order to improve the Rasch model fit. To our knowledge, this is the first study to assess the measurement properties based on the IRT of the STAI in patients with PD. Our Rasch analysis identified the components requiring possible amendments in order to improve the clinimetric attributes of the STAI
Comparative study about public administration between the FRG and the GDR
Die vorliegende Dissertationsschrift untersucht die Mentalitäten der
Verwaltungstätigen und die Verwaltungssysteme der Bundesrepublik Deutschland
und der Deutschen Demokratischen Republik. Der erste Teil dieser Arbeit
untersucht die Auswirkungen des jeweiligen Verwaltungssystems auf die
Mentalitäten der Verwaltungstätigen. Im Kapitel drei und Kapitel vier werden
die Verwaltungsorganisationen und die jeweilige Personalverwaltung der
Bundesrepublik Deutschland und der Deutschen Demokratischen Republik neben der
Entstehung und der Entwicklung des Verwaltungsfeldes behandelt. Im Kapitel
fünf wird anhand der Ergebnisse einer Interviewanalyse die Mentalität der
Verwaltungstätigen mit dem jeweiligen Verwaltungsfeld verknüpft. Diese
Untersuchungsanordnung soll die Ergebnisse des Kapitels drei und Kapitels vier
bestätigen. Die Ergebnisse der Interviewanalyse lassen sich wie folgt
zusammenfassen. Die vertikale Abhängigkeit der Staatsfunktionäre ist für die
Mentalität der DDR-Verwaltungstätigen zentral. Das vertikale
Abhängigkeitsverhältnis schwächte die Abhängigkeit des DDR-Verwaltungsfeldes
vom Recht. Die Kontrolle der DDR-Verwaltungstätigen, der Staatfunktionäre
erfolgte durch die Planerfüllung. In Angrenzung hierzu hat das BRD-
Verwaltungsfeld relativ horizontale Verhältnisse. Dies spiegelt sich in der
Mentalität der BRD-Verwaltungstätigen, den Beamten wider. Der Begriff des
Rechtsstaates und die individuelle Arbeitskultur trugen dazu bei, das
Verwaltungsfeld dezentral aufzubauen.This study examines the Mentality of civil servants as well as the system of
public administration in the German Democratic Republic and in the Federal
Republic of Germany. The study uses two theories, 'New Institutionalism' and
'Practice Theory' which were created by French sociologist Bourdieu. In
chapter 2, if how die mutual relation between the mentality of civil servant
and the public administrative System was connected, according this the public
administrative system as a external System could be expressed through the
statements of the civil servant. this is externalization of a internalized
System. In Chapters three and four of this study, outside of the historical
analysis of a public administrative field in the both East and West Germanys
public administrative organizations and personnel administration are dealt
with. Chapter five deals with the internalization of the external system
through the body of the civil servants. The internalization of the external
system was expressed through the daily life of civil servants from the way
they think, attitude, to their statements. According to this, the interviews
of civil servants in both countries can confirm the Mentality of civil servant
as internalized external system. The result of the interview analysis is the
same as the next. The formation of mentality of civil servant in the German
Democratic Republic played a vital role in the leading role of a Marxian party
and democratic centralization. It was confirmed that East Germany put
importance on vertical relation and the orders of superiors at the public
administration. Characteristics in the public administrative System have
influenced the formation of the mentality of civil servant in the German
Democratic Republic. On the contrary to the public administrative system in
the German Democratic Republic die public administration in the Federal
Republic of Germany moves toward the horizontal relationship between civil
servants and their superior
Optical conductivity of black phosphorus with a tunable electronic structure
© 2019 IOP Publishing Ltd. Black phosphorus (BP) is a two-dimensional layered material composed of phosphorus atoms. Recently, it was demonstrated that external perturbations such as an electric field close the band gap in few-layer BP, and can even induce a band inversion, resulting in an insulator phase with a finite energy gap or a Dirac semimetal phase characterized by two separate Dirac nodes. At the transition between the two phases, a semi-Dirac state appears in which energy disperses linearly along one direction and quadratically along the other. In this work, we study the optical conductivity of few-layer BP using a lattice model and the corresponding continuum model, incorporating the effects of an external electric field and finite temperature. We find that the low-frequency optical conductivity scales a power law that differs depending on the phase, which can be utilized as an experimental signature of few-layer BP in different phases. We also systematically analyze the evolution of the material parameters as the electric field increases, and the consequence on the power-law behavior of the optical conductivit
Electromagnetic analysis of a stripline array of slot radiators
A two-dimensional (2D) periodic array of slot radiators excited by strip transmission lines is analyzed. A boundary value problem (which is then reduced to a system of integral equations for equivalent magnetic currents in the slots) is formulated. Expressions for the array scattering matrix and radiation parameters (radiation pattern and gain) are derived. An algorithm for numerical solution of the boundary value problem is developed. Various array operation modes are analyzed
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