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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.

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48 results for rational tropical points

New model for rational tropical points using sp4\mathfrak{sp}_4-webs and measures.

problem Understanding rational tropical points of Fock-Goncharov moduli space.
method Introducing rational bounded sp4\mathfrak{sp}_4-laminations and defining tropical coordinate systems.
result Established a bijection between rational tropical points and sp4\mathfrak{sp}_4-webs.

This note is devoted to the definition of moduli spaces of rational tropical curves with n marked points. We show that this space has a structure of a smooth tropical variety of dimension n-3. We define the Deligne-Mumford compactification of this space and tropical ψψ-class divisors.

2007-04-06abs ↗pdf ↗

Study of algebraic dynamics on Markov cubics in tropical geometry.

problem Understanding the dynamics of Markov cubics over non-archimedean fields.
method Tropicalization and (,,)(\infty,\infty,\infty)-triangle reflection group on hyperbolic plane.
result Existence of Fatou domain and finitude of orbits with rational points over prime power denominators.

We propose a generalization of tropical curves by dropping the rationality and integrality requirements while preserving the balancing condition. An interpretation of such curves as critical points of a certain quadratic functional allows us to settle the existence and uniqueness problem. The machinery of dual polygons…

2018-12-01abs ↗pdf ↗

We establish, for the first time, connections between feedforward neural networks with ReLU activation and tropical geometry --- we show that the family of such neural networks is equivalent to the family of tropical rational maps. Among other things, we deduce that feedforward ReLU neural networks with one hidden laye…

2018-05-18abs ↗pdf ↗

We use tropical curves and toric degeneration techniques to construct closed embedded Lagrangian rational homology spheres in a lot of Calabi-Yau threefolds. We apply this construction to the tropical curves obtained from the 2875 lines on the quintic Calabi-Yau threefold. Each admissible tropical curve gives a Lagrang…

2019-04-26abs ↗pdf ↗

Proves a tropical version of Clemens-Schmid sequence for tropical varieties.

problem Existence of tropical cycles with specific cohomology classes.
method Tropical Hodge theory and Clemens-Schmid sequence analogy.
result Proves tropical Hodge conjecture for rationally triangulable varieties.

Using elementary ideas from Tropical Geometry, we assign a a tropical curve to every qq-holonomic sequence of rational functions. In particular, we assign a tropical curve to every knot which is determined by the Jones polynomial of the knot and its parallels. The topical curve explains the relation between the AJ Con…

2010-03-23abs ↗pdf ↗

A tropical curve in R3\mathbb R^{3} contributes to Gromov-Witten invariants in all genus. Nevertheless, we present a simple formula for how a given tropical curve contributes to Gromov-Witten invariants when we encode these invariants in a generating function with exponents of λλ recording Euler characteristic. Our ma…

2016-08-08abs ↗pdf ↗

A positive space is a space with a positive atlas, i.e. a collection of rational coordinate systems with subtraction free transition functions. The set of positive real points of a positive space is well defined. We define a tropical compactification of the latter. We show that it generalizes the Thurston compactificat…

2011-04-03abs ↗pdf ↗

Tropical SVM tackles phylogenomics by classifying multi-locus data.

problem Classifying multi-locus data sets for phylogenetic analysis.
method Proposes tropical support vector machines (SVMs) for phylogenomics, formulated as linear programming problems.
result Developed methods for hard and soft margin tropical SVMs, proving necessary and sufficient conditions for separation.

New method initializes sigmoidal MLPs for interpretable shapes.

problem Creating interpretable decision boundaries in neural networks.
method Introducing a geometry-aware initialization for sigmoidal multi-layer perceptrons (MLPs) using tropical geometry.
result Sigmoidal MLPs can have decision boundaries aligned with prescribed shapes at initialization.

In this paper we give an interpretation to the boundary points of the compactification of the parameter space of convex projective structures on an n-manifold M. These spaces are closed semi-algebraic subsets of the variety of characters of representations of the fundamental group of M in SL_{n+1}(R). The boundary was …

2007-03-20abs ↗pdf ↗

Introduces new limit spaces for degenerating Calabi-Yau families.

problem Understanding degenerating Calabi-Yau families and their limit structures.
method Introduces galaxy spaces as dense subspace of infinite open Calabi-Yau varieties.
result Galaxy spaces are projective limits of toroidal compactifications.

In this paper we try to look at the compactification of Teichmuller spaces from a tropical viewpoint. We describe a general construction for the compactification of algebraic varieties, using their amoebas, and we describe the boundary via tropical varieties. When we apply this construction to the Teichmuller spaces we…

2005-05-12abs ↗pdf ↗

We study the topology of a space parametrizing stable tropical curves of genus g with volume 1, showing that its reduced rational homology is canonically identified with both the top weight cohomology of M_g and also with the genus g part of the homology of Kontsevich's graph complex. Using a theorem of Willwacher rela…

2018-05-25abs ↗pdf ↗

Researchers describe a Ceresa class for tropical and topological curves, linking algebraic and cohomological perspectives.

problem Explicitly describe the Ceresa class for non-hyperelliptic curves.
method Combining algebraic, tropical, and topological perspectives, defining the Ceresa class for curves and surfaces.
result The Ceresa class is torsion in all settings: tropical curves, topological surfaces, and smooth algebraic curves over C( ⁣(t) ⁣)\mathbb{C}(\!(t)\!).

Improved neural network predicts tropical storm trajectories and Bayesian intervals.

problem Accurately predicting the trajectories of tropical storms to prevent damage.
method Developed an improved RNN model with dropout to predict Bayesian intervals.
result Neural network dropout values significantly affect prediction accuracy and intervals.

Spaces of positive and tropical points described as Teichmüller and lamination spaces with pinnings.

problem Describing spaces of positive and tropical points in moduli space with pinnings.
method Topological description of Teichmüller and lamination spaces with pinnings.
result Formulae relating functions on Teichmüller space with pinnings and topological description of tropicalized amalgamation map.

We develop techniques for studying fundamental groups and integral singular homology of symmetric Delta-complexes, and apply these techniques to study moduli spaces of stable tropical curves of unit volume, with and without marked points. As one application, we show that Delta_g and Delta_{g,n} are simply connected, fo…

2019-08-22abs ↗pdf ↗

This friendly introduction to tropical geometry is meant to be accessible to first year students in mathematics. The topics discussed here are basic tropical algebra, tropical plane curves, some tropical intersections, and Viro's patchworking. Each definition is explained with concrete examples and illustrations. To a …

2013-11-11abs ↗pdf ↗

Proves section conjecture for curves and surface bundles over various fields.

problem Proving Grothendieck's section conjecture for curves and surface bundles.
method Formulated and proved the section conjecture for stable graphs, used Galois cohomology classes to obstruct sections.
result Proved section conjecture for curves and surface bundles over p-adic and number fields.

Natural coordinates for SL3-webs on surfaces are shown to be consistent under triangulation changes.

problem Natural coordinates for SL3-webs on surfaces.
method Showed natural coordinates are consistent under triangulation changes using cluster transformations.
result Natural coordinates for SL3-webs on surfaces are consistent under triangulation changes.

This work uncovers the tropical analogue for measured laminations of the convex hull construction of decorated Teichmueller theory, namely, it is a study in coordinates of geometric degeneration to a point of Thurston's boundary for Teichmueller space. This may offer a paradigm for the extension of the basic cell decom…

2011-06-14abs ↗pdf ↗

This work uses tropical geometry to understand neural network decision boundaries.

problem Characterizing neural network decision boundaries with piecewise linear activations.
method Tropical geometry applied to a simple neural network model.
result Decision boundaries are a subset of a tropical hypersurface related to a polytope formed by zonotopes.

New coordinates for SL3-web graphs on surfaces defined by Fock-Goncharov.

problem Characterizing functions on SL3-character varieties of surfaces.
method Introduced tropical Fock-Goncharov coordinates based on Knutson-Tao rhombus inequalities and congruence conditions.
result Tropical coordinates naturally index the commutative algebra of functions on SL3-character varieties.

The paper provides a combinatorial criterion for realizing tropical pluri-canonical divisors.

problem Determining when a tropical pair corresponds to a smooth algebraic curve with a pluri-canonical divisor.
method Introducing tropical normalized covers and reducing the problem to their realizability.
result Generalizes previous work on tropical canonical divisors and incorporates recent progress on kk-differentials.

To a tropical pp-cycle VTV_{\mathbb{T}} in Rn\mathbb{R}^n, we naturally associate a normal closed and (p,p)(p,p)-dimensional current on (C)n(\mathbb{C}^*)^n denoted by Tnp(VT)\mathscr{T}_n^p(V_{\mathbb{T}}). Such a "tropical current" Tnp(VT)\mathscr{T}_n^p(V_{\mathbb{T}}) will not be an integration current along any analytic set, si…

2014-03-28abs ↗pdf ↗

We use recent results by Bainbridge-Chen-Gendron-Grushevsky-Moeller on compactifications of strata of abelian differentials to give a comprehensive solution to the realizability problem for effective tropical canonical divisors in equicharacteristic zero. Given a pair (Γ,D)(Γ, D) consisting of a stable tropical curve ΓΓ

2017-10-17abs ↗pdf ↗

This survey consists of two parts. Part 1 is devoted to amoebas. These are images of algebraic subvarieties in the complex torus under the logarithmic moment map. The amoebas have essentially piecewise-linear shape if viewed at large. Furthermore, they degenerate to certain piecewise-linear objects called tropical vari…

2004-02-29abs ↗pdf ↗

This study connects ReLU neural networks to toric geometry to analyze function realization.

problem Determining which continuous piecewise linear functions can be realized by ReLU neural networks.
method Established a connection between toric geometry and ReLU neural networks, defining key structures like the ReLU fan, toric variety, and Cartier divisor.
result Proved a criterion for functions realizable by unbiased shallow ReLU networks using intersection numbers.

We construct from a real affine manifold with singularities (a tropical manifold) a degeneration of Calabi-Yau manifolds. This solves a fundamental problem in mirror symmetry. Furthermore, a striking feature of our approach is that it yields an explicit and canonical order-by-order description of the degeneration via f…

2007-03-28abs ↗pdf ↗