Higher-Order Lp Isoperimetric and Sobolev Inequalities
May 27, 2023
| | | |
Mathematics
Metric Geometry
Differential Geometry
Functional Analysis
Schneider introduced an inter-dimensional difference body operator on convex
bodies and proved an associated inequality. In the prequel to this work, we
showed that this concept can be extended to a rich class of operators from
convex geome...
Inferring Individual Direct Causal Effects Under Heterogeneous Peer
Influence
May 27, 2023
|
Computer Science
Social and Information Networks
Machine Learning
Causal inference in networks should account for interference, which occurs
when a unit's outcome is influenced by treatments or outcomes of peers.
Heterogeneous peer influence (HPI) occurs when a unit's outcome is influenced
differently by ...
Query-Policy Misalignment in Preference-Based Reinforcement Learning
May 27, 2023
| | | |
Computer Science
Machine Learning
Preference-based reinforcement learning (PbRL) provides a natural way to
align RL agents' behavior with human desired outcomes, but is often restrained
by costly human feedback. To improve feedback efficiency, most existing PbRL
methods foc...
Nonlocal coherence harvesting from quantum vacuum
May 27, 2023
| |
Physics
Quantum Physics
General Relativity and Quantum Cosmology
It is well known that nonlocal coherence reflects nonclassical correlations
better than quantum entanglement. Here, we analyze nonlocal coherence
harvesting from the quantum vacuum to particle detectors adiabatically
interacting with a quan...
A Framework For Refining Text Classification and Object Recognition from
Academic Articles
May 27, 2023
| | |
Computer Science
Computer Vision and Pattern Recognition
Computation and Language
Machine Learning
With the widespread use of the internet, it has become increasingly crucial
to extract specific information from vast amounts of academic articles
efficiently. Data mining techniques are generally employed to solve this issue.
However, data...
Multiparton Cwebs at five loops
May 27, 2023
| | |
Physics
High Energy Physics - Phenomenology
High Energy Physics - Theory
Scattering amplitudes involving multiple partons are plagued with infrared
singularities. The soft singularities of the amplitude are captured by the soft
function which is defined as the vacuum expectation value of Wilson line
correlators....
Mixed-integer linear programming for computing optimal experimental
designs
May 27, 2023
|
Statistics
Computation
The problem of computing an exact experimental design that is optimal for the
least-squares estimation of the parameters of a regression model is considered.
We show that this problem can be solved via mixed-integer linear programming
(MILP...
Symmetry Parameters of Two-Generator Circulant Graphs
May 27, 2023
|
Mathematics
Combinatorics
The derived graph of a voltage graph consisting of a single vertex and two
loops of different voltages is a circulant graph with two generators. We
characterize the automorphism groups of connected, two-generator circulant
graphs, and give ...
CrossGET: Cross-Guided Ensemble of Tokens for Accelerating
Vision-Language Transformers
May 27, 2023
| | | | |
Computer Science
Computer Vision and Pattern Recognition
Computation and Language
Recent vision-language models have achieved tremendous advances. However,
their computational costs are also escalating dramatically, making model
acceleration exceedingly critical. To pursue more efficient vision-language
Transformers, thi...
Learning from Integral Losses in Physics Informed Neural Networks
May 27, 2023
| | | |
Computer Science
Mathematics
Machine Learning
Artificial Intelligence
Numerical Analysis
Numerical Analysis
This work proposes a solution for the problem of training physics-informed
networks under partial integro-differential equations. These equations require
an infinite or a large number of neural evaluations to construct a single
residual for...