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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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65130194259 · May 202619922001200920172026
48 results for crystallization theory

We show how the smooth geometry of Calabi-Yau manifolds emerges from the thermodynamic limit of the statistical mechanical model of crystal melting defined in our previous paper arXiv:0811.2801. In particular, the thermodynamic partition function of molten crystals is shown to be equal to the classical limit of the par…

2009-02-24abs ↗pdf ↗

Study of knotted defects in smectic liquid crystals using topological knot theory.

problem Understanding the topological structure of knotted defects in smectic liquid crystals.
method Investigation of screw and edge dislocations, focusing on their radial surface structure and knot fibration.
result Established a connection between smectic defects and knot theory, revealing the topological knotting of defects.

The aim of this paper is twofold. On the one hand, it provides a review of the links between random tensor models, seen as quantum gravity theories, and the PL-manifolds representation by means of edge-colored graphs (crystallization theory). On the other hand, the core of the paper is to establish results about the to…

2017-04-10abs ↗pdf ↗

ShotgunCSP predicts crystal structures using machine learning, achieving high accuracy with minimal computation.

problem Predicting stable or metastable crystal structures of large systems.
method Noniterative screening using transfer learning and generative models.
result ShotgunCSP achieves 93.3% accuracy in benchmark tests with 90 different crystal structures.

The paper solves isomonodromy problems and describes limits of Stokes matrices.

problem Solving isomonodromy problems and describing limits of Stokes matrices.
method Analyzes the boundary and monodromy problems of isomonodromy equations, derives explicit expressions for Stokes matrices, and describes limits of Stokes matrices as irregular data degenerates.
result Derives explicit expressions for Stokes matrices and describes limits of Stokes matrices as irregular data degenerates.

Minimal crystallizations of simply connected PL 4-manifolds are very natural objects. Many of their topological features are reflected in their combinatorial structure which, in addition, is preserved under the connected sum operation. We present a minimal crystallization of the standard PL K3 surface. In combination w…

2014-07-03abs ↗pdf ↗

The paper studies special crystallizations of 4-manifolds to minimize certain PL-invariants.

problem Minimizing combinatorially defined PL-invariants in crystallizations of compact 4-manifolds.
method Analysis of semi-simple and weak semi-simple crystallizations to minimize regular genus, Gurau degree, gem-complexity, and trisection genus.
result An original theorem on the minimization of PL-invariants for compact 4-manifolds with weak semi-simple crystallizations.

We give a complete solution to the extremal topological combinatorial problem of finding the minimum number of tiles needed to construct a polyomino with hh holes. We denote this number by g(h)g(h) and say that a polyomino is crystallized if it has hh holes and g(h)g(h) tiles. We analyze structural properties of crystall…

2019-10-23abs ↗pdf ↗

CRYSPNet predicts crystal structures from chemical compositions.

problem Predicting crystal structures of solids is challenging and computationally expensive.
method CRYSPNet uses a neural network to predict crystal properties from chemical composition.
result CRYSPNet outperforms alternative methods and is robustly validated.

Within crystallization theory, two interesting PL invariants for dd-manifolds have been introduced and studied, namely {\it gem-complexity} and {\it regular genus}. In the present paper we prove that, for any closed connected PL 44-manifold MM, its gem-complexity k(M)\mathit{k}(M) and its regular genus $ \mathcal G(M)…

2015-04-03abs ↗pdf ↗

The article studies crystallizations of small covers over simple polytopes and finds unique crystallizations for the nn-simplex.

problem Understanding crystallizations of small covers over simple polytopes.
method Examining crystallizations of small covers over the nn-simplex and prism, proving uniqueness and counting equivalence classes.
result Proves uniqueness of crystallization for RPn\mathbb{RP}^n over nn-simplex and counts equivalence classes for prism.

We have defined weight of the pair (SR,R)(\langle S \mid R \rangle, R) for a given presentation SR\langle S \mid R \rangle of a group, where the number of generators is equal to the number of relations. We present an algorithm to construct crystallizations of 3-manifolds whose fundamental group has a presentation with two …

2014-10-22abs ↗pdf ↗

The paper solves a thermodynamics problem about crystal shape.

problem Understanding if minimizing free energy with convex potential and mass constraint generates a convex crystal.
method Utilized a stability theorem, convexity, and a new maximum principle approach to prove a three-dimensional convexity theorem.
result Completely settled the Almgren problem in R3\mathbb R^3 under generic conditions.

Within crystallization theory, (Matveev's) complexity of a 3-manifold can be estimated by means of the combinatorial notion of GM-complexity. In this paper, we prove that the GM-complexity of any lens space L(p,q), with p greater than 2, is bounded by S(p,q)-3, where S(p,q) denotes the sum of all partial quotients in t…

2013-09-23abs ↗pdf ↗

For d2d\geq 2, the regular genus of a closed connected PL dd-manifold MM is the least genus (resp., half of the genus) of an orientable (resp., a non-orientable) surface into which a crystallization of MM imbeds regularly. The regular genus of every orientable surface equals its genus, and the regular genus of every…

2016-06-23abs ↗pdf ↗

Machine learning predicts perovskite formability and classifies crystal structures.

problem Predicting and classifying perovskite formability and crystal structures.
method Machine learning, specifically Random Forest, with 5-fold cross-validation.
result 98.57% accuracy in predicting perovskite formability and 90.53% in classifying crystal structures.

Study phase transition in liquid crystal droplets using mathematical analysis.

problem Mathematical analysis of phase transition between isotropic and nematic states of liquid crystals.
method Rigorous mathematical analysis using the Ericksen model and Γ-convergence theory.
result Γ-limit provides geometric description and anchoring conditions for liquid crystal orientations.

The topology and the geometry of a surface play a fundamental role in determining the equilibrium configurations of thin films of liquid crystals. We propose here a theoretical analysis of a recently introduced surface Frank energy, in the case of two-dimensional nematic liquid crystals coating a toroidal particle. Our…

2014-01-23abs ↗pdf ↗

Paper proposes active learning for structured output design, improving Gaussian process model predictions.

problem Finding optimal input parameters for achieving desired structured outputs.
method Developed new acquisition functions to minimize prediction error of Gaussian process model, incorporating output correlations.
result Effectiveness demonstrated in synthetic and real data experiments, including materials informatics.

Generative models have achieved impressive results in many domains including image and text generation. In the natural sciences, generative models have led to rapid progress in automated drug discovery. Many of the current methods focus on either 1-D or 2-D representations of typically small, drug-like molecules. Howev…

2019-09-03abs ↗pdf ↗

For any given CC^\infty immersion r:S1R2{\bf r}: S^1\to \mathbb{R}^2 such that the set NSr=R2sS1(r(s)+drs(Ts(S1)))\mathcal{NS}_{\bf r}=\mathbb{R}^2-\cup_{s\in S^1}\left({\bf r}(s)+d{\bf r}_{s}(T_s(S^1))\right) is not empty, a simple geometric model of crystal growth is constructed. It is shown that our geometric model of crystal growth never form…

2014-04-21abs ↗pdf ↗