Study extends quantum density spectra of knots.
problem Understanding quantum density spectra of knots.
method Examined new quantum invariants and sequences of knots.
result Proposed conjectures for maximal sequences.
New invariant cusp crossing density shows cusp densities of hyperbolic knots and links are dense.
problem Densities of cusp invariants for hyperbolic knots and links.
method Defined cusp crossing density as ratio of cusp volume to crossing number; showed densities are dense.
result Cusp crossing density for links is bounded above by 3.1263... and is dense in [0, 2.120...].
Researchers classify invariant operators on weighted densities.
problem Classifying invariant differential operators on weighted densities.
method Investigated the aff(n∣1)-module structure and invariant binary differential operators. result Computed the first aff(n∣1)−relative differential cohomology. New scalar invariant for manifolds with density, stable solitons.
problem Scalar invariants for manifolds with density.
method Introduced a new scalar invariant analogous to renormalized volume coefficient.
result Shrinking gradient Ricci solitons are stable with respect to the W-functional. Study on volume and determinant densities of hyperbolic rational links.
problem Properties and distributions of volume and determinant densities of hyperbolic rational links.
method Construction of sequences of alternating knots and analysis of density distributions.
result Volume and determinant densities of hyperbolic rational links converge to any value in the interval [0,v_{oct}].
Study topological Iwasawa invariants for 3-sphere links, proving density results.
problem Detect and analyze Iwasawa invariants for 3-sphere links.
method Explicit criteria for detecting Iwasawa invariants, statistical analysis of 2-bridge links.
result Density of 2-bridge links with specific Iwasawa invariants.
Study classifies special surfaces in space with translational and rotational symmetries.
problem Classifying surfaces with specific symmetries and densities.
method Analyzes λ-translating solitons with invariant properties under translations and rotations. result Classifies all λ-translating solitons with invariant surfaces. Study kernel density estimation for dynamical systems with unique invariant density.
problem Density estimation for dependent observations from dynamical systems.
method Employing C-mixing to measure dependence, universal consistency and convergence rates are established. result Kernel density estimator is universally consistent and achieves convergence rates under L1-norm and L∞-norm. Let Fλ be the space of tensor densities on Rn of degree λ (or, equivalently, of conformal densities of degree −λn) considered as a module over the Lie algebra so(p+1,q+1). We classify so(p+1,q+1)-invariant bilinear differential operators from Fλ⊗Fμ to~Fν. The…
Symmetry of neural network densities can be determined from correlation functions.
problem Determining symmetries of neural network densities without knowing the density itself.
method Symmetry-via-duality approach using invariance properties of correlation functions.
result Symmetries of neural network densities can be determined via dual computations of correlation functions.
Efficiently estimates densities of multidimensional shift-invariant distributions.
problem Density estimation for shift-invariant multidimensional distributions.
method Efficient algorithms for learning any distribution in the class from samples, using total variation distance.
result Shift-invariant distributions can be learned efficiently with a number of samples and time proportional to 1/εd+2 and 1/ε2d+2 respectively. Machine learning predicts molecule properties using invariant scattering coefficients.
problem Predicting molecule properties from limited data.
method Solid harmonic wavelet scattering of Gaussian-type orbital functions.
result Near state-of-the-art performance with few training examples.
The paper analyzes geometric densities and compression radii for knot types.
problem Optimizing geometric quantities associated with knot types.
method Develops a factorization framework for scale-covariant size functionals.
result Different minimizing sequences for density, compression, packing, and ropelength problems.
Study shows how near crushing singularities, Kasner-like regions can exist.
problem Understanding spatial volume densities near crushing singularities.
method Relates existence of Kasner-like regions to asymptotics of spatial volume densities under scale-invariant curvature bounds.
result Kasner-like regions can exist near crushing singularities under certain curvature conditions.
The paper defines and studies discrete p-density and compression-radius profiles of lattice knots.
problem Understanding geometric properties of lattice knots.
method Develops a framework for discrete p-density and compression-radius profiles of lattice knots, studying them on length-filtered sets and finite move-graph exploration.
result Density and compression-radius values are not monotone, illustrating distinct optimization problems.
A new method for density estimation using mixture discrepancy and moments.
problem Generalizing histogram statistics to higher dimensions.
method Density estimation via mixture discrepancy and moments (DSP-mix and MSP).
result DSP-mix and MSP are computationally tractable and maintain accuracy with increased speed.
Improves modeling of sets with permutation invariant densities.
problem Challenges in calculating trace limit practicality of current methods.
method Proposes an alternative approach to define permutation equivariant transformations with closed form trace.
result Improves both training and final performance.
In this work, we study the problem of reconstructing shapes from simple nonasymptotic densities measured only along shape boundaries. The particular density we study is also known as the integral area invariant and corresponds to the area of a disk centered on the boundary that is also inside the shape. It is easy to s…
It is showed that on a plane with a radial density the Four Vertex Theorem holds for the class of all simple closed curves if and only if the density is constant. But for the class of simple closed curves that are invariant under a rotation about the origin, the Four Vertex Theorem holds for every radial density.
Defines foliation criterion for dense isoperiodic leaves in rank 1 affine orbifolds.
problem Dynamics of isoperiodic leaves in rank 1 affine invariant suborbifolds.
method Defines foliation FM and establishes density criterion.
result Establishes criterion for density of isoperiodic leaves.
We identify the leading order term of the asymptotic expansion of the Witten-Reshetikhin-Turaev invariants for finite order mapping tori with classical invariants for all simple and simply-connected compact Lie groups. The square root of the Reidemeister torsion is used as a density on the moduli space of flat connecti…
Over the (1,n)-dimensional real superspace, n>1, we classify K(n)-invariant binary differential operators acting on the superspaces of weighted densities, where K(n) is the Lie superalgebra of contact vector fields. This result allows us to compute the first differential cohomology of %the L…
Following a purely algebraic procedure, we provide an exhaustive classification of local Weyl-invariant scalar densities in dimension D=8.
Paper introduces flows invariant to Lie-algebra symmetries.
problem Learning expressive densities invariant to symmetries.
method Equivariant Hamiltonian Flows.
result Symmetry constraints improve data efficiency and generalization.
We show that the energy density of critical points of a class of conformally invariant variational problems with small energy on the unit 2-disk B_1 lies in the local Hardy space h^1(B_1). As a corollary we obtain a new proof of the energy convexity and uniqueness result for weakly harmonic maps with small energy on B_…
Develops new approach to conformal hypersurface geometry via Loewner-Nirenberg-Yamabe problem.
problem Conformal geometry of embedded hypersurfaces.
method Solving Loewner--Nirenberg-type problem on interior metrics.
result Obstruction density as new invariant generalizing Willmore invariant.
The study shows how energy density of harmonic maps dominates in n-Fuchsian fibers, leading to unique minimal surfaces.
problem Understanding energy density and topological invariants in n-Fuchsian fibers of Higgs bundles. method Establishing an algebraic inequality generalizing a GIT theorem to prove energy density domination.
result Energy density of harmonic maps dominates in n-Fuchsian fibers, leading to unique minimal surfaces. Let M be an odd-dimensional Euclidean space endowed with a contact 1-form α. We investigate the space of symmetric contravariant tensor fields on M as a module over the Lie algebra of contact vector fields, i.e. over the Lie subalgebra made up by those vector fields that preserve the contact structure. If we cons…
A new Witten deformation modifies Dolbeault complex properties.
problem Modifying Dolbeault complex properties.
method Introducing a Witten-Novikov type perturbation ∂ˉωˉ of the Dolbeault complex. result Heat invariants of lower order are zero.
Local index density of perturbed de Rham complex is invariant under certain conditions.
problem Invariance of local index density for perturbed de Rham complex.
method Invariance theory applied to perturbed Laplacian and local index density.
result Local index density is invariant under perturbation by closed 1-forms.
A new Möbius invariant discretization and decomposition of the Möbius energy is proposed.
problem Lack of Möbius invariant discretization and decomposition in existing discrete Möbius energy.
method Proposed a new discretization of Möbius energy that is Möbius invariant and can be decomposed into Möbius invariant components.
result The proposed discretization and decomposition maintain Möbius invariance and converge to the original components in the continuum limit.
On a closed manifold of dimension greater than one, every smooth weak Riemannian metric on the space of smooth positive probability densities, that is invariant under the action of the diffeomorphism group, is a multiple of the Fisher--Rao metric.
We address the following problem: given two smooth densities on a manifold, find an optimal diffeomorphism that transforms one density into the other. Our framework builds on connections between the Fisher-Rao information metric on the space of probability densities and right-invariant metrics on the infinite-dimension…
Wavelet scattering predicts molecular energies efficiently.
problem Estimating quantum chemical energies of organic molecules efficiently.
method Multiscale invariant dictionaries with wavelet scattering.
result Regression error is comparable to DFT codes but faster.
Hopf's Umlaufsatz relates the total curvature of a closed immersed plane curve to its rotation number. While the curvature of a curve changes under local deformations, its integral over a closed curve is invariant under regular homotopies. A natural question is whether one can find some non-trivial densities on a curve…
The paper proposes a method for interpretable mixture density estimation using a tree structure.
problem Complex probability distributions in machine learning models.
method Interpretable tree structure for mixture density estimation with fast inference.
result The method achieves both high speed and interpretability for mixture density estimation.
Study gauge freedoms in elastic wave equations and Dirichlet-to-Neumann map.
problem Recover stiffness tensor and density from Dirichlet-to-Neumann map.
method Analyze invariance under coordinate transformations and gauge freedoms.
result Present gauge freedoms in the Dirichlet-to-Neumann map for Riemannian elastic wave equation.
A new method detects small holes in noisy data.
problem Detecting small holes in high-density regions from noise.
method Robust Density-Aware Distance (RDAD) filtration, incorporating distance-to-measure concept.
result The RDAD filtration prolongs the persistences of small holes, making them distinguishable from noise.
New PL invariant classifies K3 surface degenerations.
problem Classifying type II degenerations of K3 surfaces.
method Explicit PL convex function from interval, differential geometric viewpoint.
result Function classifies degenerations into combinatorial types.
Efficiently samples and learns densities with symmetries using equivariant methods.
problem Efficiently sampling and learning densities with symmetries.
method Equivariant Stein Variational Gradient Descent (SVGD) and equivariant energy based models.
result Improves and scales up training of energy based models.
Defines a new conformally invariant Yang-Mills type energy for 6-manifolds.
problem No specific problem stated; focuses on defining a new energy.
method Defines a conformally invariant action S on gauge connections on a 6-manifold M, leading to higher-order conformally invariant Yang-Mills equations.
result The Euler-Lagrange equations of S provide a conformally invariant analogue of Yang-Mills equations, with special cases recovering known invariants.
The paper develops GPR models for hyperelastic materials, improving accuracy and rotational invariance.
problem Modeling stress tensors of hyperelastic materials with fewer training examples and higher accuracy.
method Developed three approaches: direct stress tensor modeling, embedding rotational invariance, and recovering strain-energy density.
result Improved GPR models achieve higher accuracy and rotational invariance with fewer training examples.
Method reduces categorical data to lower dimensions using density matrices.
problem Dimensionality reduction for categorical data.
method Density-matrix construction from class-conditional frequencies; spectral embedding.
result Low-dimensional spectral embeddings with controlled rank.
Study magnetic geodesics on Heisenberg groups and manifolds.
problem Dynamics of magnetic flows on Heisenberg groups.
method Explicit description of magnetic geodesics, determination of lengths.
result Density of periodic magnetic geodesics and marked magnetic length spectrum rigidity.
The Fisher-Rao metric on smooth densities is studied on compact manifolds.
problem Characterizing the Fisher-Rao metric on smooth densities.
method Analyzing geodesics, curvature, and completeness of the Fisher-Rao metric.
result Geodesics and curvature of the Fisher-Rao metric are determined.
The index theorem connects anomalies on a domain wall to global integrals.
problem Relating anomalies on a domain wall to global integrals.
method Formulated and proved an analog of the Atiyah-Patodi-Singer theorem.
result The index is expressed through global chiral and parity anomalies.
We study the asymptotic behaviour of the partial density function associated to sections of a positive hermitian line bundle that vanish to a particular order along a fixed divisor Y. Assuming the data in question is invariant under an S1-action (locally around Y) we prove that this density function has a distri…
Density result for arithmetic hyperbolic orbifolds with systole bound.
problem Understanding the density of arithmetic hyperbolic orbifolds with a given systole bound.
method Using bounds for the absolute logarithmic Weil height of algebraic integers and precise estimates for quaternion algebras.
result The set of commensurability classes of arithmetic hyperbolic 2- or 3-orbifolds with fixed invariant trace field and systole bounded below by x0 has density one.