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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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265278104 · May 202619922001200920172026
48 results for energy eigenvalues

In this paper, we study Lichnerowicz type estimate for eigenvalues of drifting Laplacian operator and L1 and L2 energy for drifting heat equation on closed manifolds with weighted measure. In some sense, this study is about the eigenvalue estimate on Ricci solitons.

2009-11-25abs ↗pdf ↗

NNs accurately predict energy eigenvalues and other physical phenomena in 1D quantum mechanics.

problem Understanding how neural networks interpret physics.
method Training NNs to predict energy eigenvalues from potentials and testing their ability to generalize.
result NNs can predict physical phenomena not learned during training, indicating a new way of understanding physics.

Study finds lower bounds for energy on fibred manifolds using fiberwise symmetrization.

problem Finding lower bounds for energy functionals on fibred manifolds.
method Established a framework for fiberwise symmetrization to find lower bounds.
result Proved a comparison theorem for the first eigenvalue of the Laplacian on warped product manifolds.

We first proved a compactness theorem of the Kähler metrics, which confirms a prediction of Chen. Then we prove several eigenvalue estimates along the Calabi flow. Combining the compactness theorem and these eigenvalue estimates, we generalize the method developed by Chen-Li-Wang to prove the small energy theorems of t…

2013-09-17abs ↗pdf ↗

Quantum vacuum energy (Casimir energy) is reviewed for a mathematical audience as a topic in spectral theory. Then some one-dimensional systems are solved exactly, in terms of closed classical paths and periodic orbits. The relations among local spectral densities, energy densities, global eigenvalue densities, and tot…

2007-06-19abs ↗pdf ↗

New proofs of Cheeger-like inequalities for coexact 1-forms on hyperbolic manifolds.

problem Cheeger-like inequalities for coexact 1-forms on hyperbolic manifolds.
method Properties of magnetic geodesic flow and behavior at Mañé's critical energy level.
result Improved Cheeger constants and volume dependence in proofs.

We use the theory of rectifiable metric spaces to define a Dirichlet energy of Lipschitz functions defined on the support of integral currents. This energy is obtained by integration of the square of the norm of the tangential derivative, or equivalently of the approximate local dilatation, of the Lipschitz functions. …

2014-01-20abs ↗pdf ↗

We study on which compact Sasakian 3-manifolds the Reeb field, which is a Beltrami field with eigenvalue 2, is an energy minimizer in its adjoint orbit under the action of volume preserving diffeomorphisms. This minimization property for Beltrami fields is relevant because of its connections with the phenomenon of magn…

2018-06-04abs ↗pdf ↗

Upper bounds for magnetic Laplacian eigenvalues on planar domains.

problem Estimating the ground state energy of magnetic Laplacian on planar domains.
method Gauge invariance, flux analysis, and Cheeger-type constants.
result Upper bounds on the ground state energy depending on the ratio of holes to area, with sharpness and optimality conditions.

Given a compact Riemannian manifold (M, g) and two positive functions ρρ and σσ, we are interested in the eigenvalues of the Dirichlet energy functional weighted by σσ, with respect to the L 2 inner product weighted by ρρ. Under some regularity conditions on ρρ and σσ, these eigenvalues are those of the operator …

2016-06-12abs ↗pdf ↗

The paper characterizes eigenvalues of surfaces using min-max quantities for harmonic maps.

problem Characterizing eigenvalues of surfaces using harmonic maps.
method Defining min-max quantities associated with sphere-valued maps and proving eigenvalue bounds.
result Identifies Λ1(M,c)Λ_1(M,c) and Λ2(M,c)Λ_2(M,c) with min-max quantities for sphere-valued maps.

This paper proposes a new optimization algorithm called Entropy-SGD for training deep neural networks that is motivated by the local geometry of the energy landscape. Local extrema with low generalization error have a large proportion of almost-zero eigenvalues in the Hessian with very few positive or negative eigenval…

2016-11-06abs ↗pdf ↗

The paper shows Gaussian fluctuations in eigenvalue statistics of random hyperbolic surfaces.

problem Understanding fluctuations in Laplace eigenvalues of random hyperbolic surfaces.
method Analyzing fluctuations of linear statistics of Laplace eigenvalues over moduli space of surfaces of large genus.
result The distribution of linear statistics tends to a Gaussian as the genus of surfaces increases.

We give new estimates for the eigenvalues of the hypersurface Dirac operator in terms of the intrinsic energy-momentum tensor, the mean curvature and the scalar curvature. We also discuss their limiting cases as well as the limiting cases of the estimates obtained by X. Zhang and O. Hijazi in [13] and [10]. We compare …

2001-01-12abs ↗pdf ↗

In low dimensions, minimizers for the second conformal eigenvalue do not exist near the round sphere.

problem Nonexistence of minimizers for the second conformal eigenvalue near the round sphere in low dimensions.
method Analysis of conformal classes and renormalized volume in dimensions 3 to 10.
result Existence of minimizers is proven not to hold for metrics sufficiently close to the round metric on the sphere in dimensions 3 to 10.

Study shows energy levels on hyperbolic surfaces follow GOE fluctuations.

problem Understanding energy level fluctuations on hyperbolic surfaces.
method Analysis of Laplace eigenvalues on hyperbolic surfaces, using GOE random matrix theory.
result Energy variance on typical hyperbolic surfaces closely matches GOE fluctuations.

We study the Futaki invariant and the Mabuchi K-energy of a Kähler manifold MM using the Deligne pairing technique developed in earlier papers. We first prove a rather simple characterization of the Futaki character: The Futaki character on a Q-Fano variety is the eigenvalue of the action of Aut(M)Aut(M) on Chow(M)Chow(M), the…

2003-12-31abs ↗pdf ↗

Training neural networks involves finding minima of a high-dimensional non-convex loss function. Knowledge of the structure of this energy landscape is sparse. Relaxing from linear interpolations, we construct continuous paths between minima of recent neural network architectures on CIFAR10 and CIFAR100. Surprisingly, …

2018-03-02abs ↗pdf ↗

On a compact surface endowed with any $\Spinc$ structure, we give a formula involving the Energy-Momentum tensor in terms of geometric quantities. A new proof of a Bär-type inequality for the eigenvalues of the Dirac operator is given. The round sphere S2\mathbb{S}^2 with its canonical $\Spinc$ structure satisfies the …

2012-04-02abs ↗pdf ↗

Optimizes functions on Lie groups using generalized eigenvalue problems.

problem Optimization on Lie groups with specific applications to eigenvalue problems.
method Generalizes NAG principle to Lie groups, resulting in continuous Lie-NAG dynamics converging to local optima.
result Discretized Lie-NAG dynamics yield structure-preserving optimization algorithms with faithful energy behavior.

The paper studies eigenvalues of graph Laplacians on data clouds and proves central limit theorems.

problem Asymptotic fluctuations of eigenvalues of graph Laplacians on data clouds.
method Analysis of graph Laplacian operator, asymptotic fluctuations, central limit theorems.
result Central limit theorems for eigenvalues of graph Laplacians are proven.

We study the deformations of twisted harmonic maps ff with respect to the representation ρρ. After constructing a continuous "universal" twisted harmonic map, we give a construction of every first order deformation of ff in terms of Hodge theory; we apply this result to the moduli space of reductive representations …

2013-10-29abs ↗pdf ↗

In this paper, we extend the Hijazi type inequality, involving the Energy-Momentum tensor, to the eigenvalues of the Dirac operator on complete Riemannian Spinc^c manifolds without boundary and of finite volume. Under some additional assumptions, using the refined Kato inequality, we prove the Hijazi type inequality f…

2011-01-23abs ↗pdf ↗

This work relaxes energy constraints in self-attention layers for a more general analysis.

problem Understanding inherent biases and dynamics in self-attention layers without energy functions.
method Dynamical systems analysis and Jacobian matrix examination.
result Normalized dynamics are close to a critical state, indicating high inference performance.

In this paper, we consider the eigen-solutions of Δu+Vu=λu-Δu+ Vu=λu, where ΔΔ is the Laplacian on a non-compact complete Riemannian manifold. We develop Kato's methods on manifold and establish the growth of the eigen-solutions as rr goes to infinity based on the asymptotical behaviors of ΔrΔr and V(x)V(x), where r=r(x)r=r(x) i…

2017-09-09abs ↗pdf ↗

We consider the energy-critical half-wave maps equation tu+uu=0\partial_t \mathbf{u} + \mathbf{u} \wedge |\nabla| \mathbf{u} = 0 for u:[0,T)×RS2\mathbf{u} : [0,T) \times \mathbb{R} \to \mathbb{S}^2. We give a complete classification of all traveling solitary waves with finite energy. The proof is based on a geometric characterizat…

2017-02-20abs ↗pdf ↗

Study smooth linear statistics on random covers of hyperbolic surfaces, showing central limit and variance results.

problem Analyzing fluctuations and energy variance of random covers of compact hyperbolic surfaces.
method Examining fluctuations in a small energy window around a fixed energy level, considering the variance of a typical surface, using a double limit where nn and LL go to infinity.
result Distribution of fluctuations tends to a Gaussian with variance of GOE/GUE, and energy variance of a typical random nn-cover is that of GOE/GUE.

Graph energy helps detect communities in networks better than traditional methods.

problem Detecting communities in sparse networks where traditional methods fail.
method Using graph energy based on the full spectrum of adjacency matrices.
result The difference in graph energy between a planted partition model and an Erdős--Rényi network has a distinct transition at the detectability threshold.

Study extends eigenvalue formulas to weighted manifolds and proves global rigidity theorems.

problem Eigenvalue formulas and rigidity theorems for weighted manifolds.
method Extends variational formulae to weighted manifolds, proving global rigidity theorems.
result Global rigidity theorems for critical domains in Gaussian half-space.

Analyzes tunneling effects for Schrödinger operators on vector bundles.

problem Tunneling effects in quantum systems with multiple potential wells.
method Quasimodes and WKB analysis near potential wells, interaction matrix for coupling between wells.
result Polynomial prefactor for exponentially small eigenvalue splitting determined by dimension of minimal geodesics.

Graph convolutions can enhance high frequencies, leading to over-sharpening.

problem Graph convolutions suffer from over-smoothing and poor performance on heterophilic graphs.
method Rigorously prove that linear graph convolutions minimize a generalized Dirichlet energy, showing that weight matrices induce edge-wise attraction or repulsion.
result Graph convolutions can enhance high frequencies, leading to over-sharpening instead of over-smoothing.

New method estimates Nishimori temperature for node classification in weighted graphs.

problem Estimating Nishimori temperature for Bayesian inference.
method Spectral method using eigenvalues of Bethe Hessian matrix.
result Spectral method outperforms existing approaches in node classification.

Let L be an ample bundle over a compact complex manifold X. Fix a Hermitian metric in L whose curvature defines a Kähler metric on X. The Hessian of Mabuchi energy is a fourth-order elliptic operator D on functions which arises in the study of scalar curvature. We quantise D by the Hessian E(k) of balancing energy, a f…

2010-09-23abs ↗pdf ↗