7,168 research outputs found
One loop amplitude from null string
We generalize the CHY formalism to one-loop level, based on the framework of
the null string theory. The null string, a tensionless string theory, produces
the same results as the ones from the chiral ambitwistor string theory, with
the latter believed to give a string interpretation of the CHY formalism. A key
feature of our formalism is the interpretation of the modular parameters. We
find that the modular transformation invariance of the ordinary string
theory does not survive in the case of the null string theory. Treating the
integration over the modular parameters this way enable us to derive the n-gons
scattering amplitude in field theory, thus proving the n-gons conjecture.Comment: 18 pages, 2 figure
Infrared: A Meta Bug Detector
The recent breakthroughs in deep learning methods have sparked a wave of
interest in learning-based bug detectors. Compared to the traditional static
analysis tools, these bug detectors are directly learned from data, thus,
easier to create. On the other hand, they are difficult to train, requiring a
large amount of data which is not readily available. In this paper, we propose
a new approach, called meta bug detection, which offers three crucial
advantages over existing learning-based bug detectors: bug-type generic (i.e.,
capable of catching the types of bugs that are totally unobserved during
training), self-explainable (i.e., capable of explaining its own prediction
without any external interpretability methods) and sample efficient (i.e.,
requiring substantially less training data than standard bug detectors). Our
extensive evaluation shows our meta bug detector (MBD) is effective in catching
a variety of bugs including null pointer dereference, array index out-of-bound,
file handle leak, and even data races in concurrent programs; in the process
MBD also significantly outperforms several noteworthy baselines including
Facebook Infer, a prominent static analysis tool, and FICS, the latest anomaly
detection method
Orbital angular momentum mode-demultiplexing scheme with partial angular receiving aperture
For long distance orbital angular momentum (OAM) based transmission, the conventional whole beam receiving scheme encounters the difficulty of large aperture due to the divergence of OAM beams. We propose a novel partial receiving scheme, using a restricted angular aperture to receive and demultiplex multi-OAM-mode beams. The scheme is theoretically analyzed to show that a regularly spaced OAM mode set remain orthogonal and therefore can be de-multiplexed. Experiments have been carried out to verify the feasibility. This partial receiving scheme can serve as an effective method with both space and cost savings for the OAM communications. It is applicable to both free space OAM optical communications and radio frequency (RF) OAM communications
Dynamical pressure boundary condition for weakly-compressible smoothed particle hydrodynamics
This paper introduces a novel dynamical pressure boundary condition for
weakly-compressible smoothed particle hydrodynamics (WCSPH). Unlike previous
methods that rely on indirect approaches or ghost particles, our method
integrates the dynamical boundary pressure directly into the SPH approximation
of the pressure gradient on near-boundary particles. Additionally, we develop a
meshfree bidirectional in-/outflow buffer by periodically relabelling buffer
particles at each time step, a concept that has not been explored before. This
simple yet effective buffer facilitates the simulation of both uni- and
bidirectional flows, especially those with mixed in-/outflow boundary
conditions. We validate the accuracy and convergence of our method through
benchmark cases with available analytical solutions. Furthermore, we
demonstrate its versatility in hemodynamic simulations by investigating generic
carotid and aorta flows with the Windkessel model, paving the way for studying
the cardiovascular system within a unified meshfree computational framework.Comment: 40 pages and 15 figure
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