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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.

168,657 papers · 148 categories

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85170254339 · Jun 202019922001200920172026
48 results for polynomial additions

Predicts the number of polynomial additions in Buchberger's algorithm using machine learning.

problem Predict the number of polynomial additions in Buchberger's algorithm.
method Multiple linear regression and recursive neural network models trained on ideal generator statistics.
result Machine learning can predict the number of polynomial additions in Buchberger's algorithm.

We investigate an application of crossing parity for the bracket expansion of the Jones polynomial for virtual knots. In addition we consider an application of parity for the arrow polynomial as well as for the categorifications of both polynomials. We present a number of examples found through our calculations. We pro…

2011-10-21abs ↗pdf ↗

Associated with each oriented link is the two variable Homflypt polynomial. The Morton-Franks-Williams (MFW) inequality gives rise to an expression for the Homflypt polynomial with MFW coefficient polynomials. These MFW coefficient polynomials are labelled in a braid-dependent manner and may be zero, but display a numb…

2010-09-26abs ↗pdf ↗

We introduce an additional structure on ribbon graphs, arrow structure. We extend the Bollobás-Riordan polynomial to ribbon graph with this structure. The extended polynomial satisfies the contraction-deletion relations and naturally behaves with respect to the partial duality of ribbon graphs. We construct an arrow ri…

2011-07-16abs ↗pdf ↗

We develop a dimer model for the Alexander polynomial of a knot. This recovers Kauffman's state sum model for the Alexander polynomial using the language of dimers. By providing some additional structure we are able to extend this model to give a state sum formula for the twisted Alexander polynomial of a knot dependin…

2010-10-25abs ↗pdf ↗

Study on colored Jones polynomial and link complements.

problem Understanding the structure of link complements with arbitrary colors.
method Investigated the potential function of the colored Jones polynomial and established a relationship with hyperbolicity.
result Evidence supports the Chen-Yang conjecture on link complements.

Neural networks learn modular arithmetic but not all, extending known solutions to generalize.

problem Neural networks struggle with modular arithmetic, especially for polynomials.
method Developed analytical solutions for MLP networks to learn modular addition and multiplication, then combined these solutions to generalize on arbitrary modular polynomials.
result Neural networks can learn and generalize solutions to modular polynomials, supporting the hypothesis that some polynomials are learnable.

Study on polynomial growth functions and forms on gradient Ricci solitons.

problem Estimating dimensions of polynomial growth holomorphic functions and forms.
method Relating to spectral data of the ff-Laplacian, proving estimates under curvature assumptions.
result Sharp dimension estimates and almost sharp frequency estimates for polynomial growth holomorphic functions.

In this paper I give estimates for the minimal crossing number, leading to a short proof that the crossing number is additive for torus links. These estimates are applied to several classes of links. Finally, I prove a part of a conjecture relating the HOMFLY polynomial and the Kauffman polynomial.

2003-03-21abs ↗pdf ↗

Study integrable geodesic flows on 2-surfaces with high-degree polynomial first integrals.

problem Integrable geodesic flows on 2-surfaces with high-degree polynomial first integrals.
method Semi-Hamiltonian systems of PDEs and generalized hodograph method.
result Construction of many local explicit and implicit integrable examples with polynomial first integrals of degrees 3, 4, 5.

We say that a given knot JS3J\subset S^3 is detected by its knot Floer homology and AA-polynomial if whenever a knot KS3K\subset S^3 has the same knot Floer homology and the same AA-polynomial as JJ, then K=JK=J. In this paper we show that every torus knot T(p,q)T(p,q) is detected by its knot Floer homology and AA-polynom…

2014-11-03abs ↗pdf ↗

New work shows FP potential monotonicity equals low-degree polynomial estimators limits.

problem Establishing a precise mathematical relationship between statistical physics and polynomial estimators limits.
method Analyzing Gaussian additive models (GAMs) to show FP potential monotonicity equals low-degree polynomial estimators limits.
result For a broad family of Gaussian additive models, the power of low-degree polynomials is equivalent to the monotonicity of the annealed FP potential.

This work finds a point with small test error in polynomial time for mildly overparameterized neural nets.

problem Achieving small test error in mildly overparameterized neural networks.
method The work shows that the landscape of loss functions with explicit regularization has a property that all local minima and certain stationary points achieve small test error. It also proves the existence of polynomial time algorithms for finding such points in convolutional and fully connected neural nets.
result Polynomial time algorithms exist for finding points with small test error in mildly overparameterized neural nets.

NO approximates non-Markovian BSDEs with polynomial scaling in 1/ε.

problem Complexity of NO approximations for structured families of BSDEs.
method Identifying structured families of non-Markovian BSDEs, informing NO's inductive bias.
result Polynomial scaling in 1/ε for NO approximations of BSDE solution operators.

In this paper, we extend the definition of the SL2(C)SL_2(\Bbb C) Casson invariant to arbitrary knots KK in integral homology 3-spheres and relate it to the mm-degree of the A^\widehat{A}-polynomial of KK. We prove a product formula for the A^\widehat{A}-polynomial of the connected sum K1#K2K_1 \# K_2 of two knots in S3S^3

2014-11-20abs ↗pdf ↗

Research on mixed polynomials, extending non-degeneracy concepts to complex variables.

problem Extending non-degeneracy concepts to mixed polynomials in complex variables.
method Generalization of Mondal's partial non-degeneracy to mixed polynomials, introducing new concepts and proving properties.
result Strong partial non-degeneracy implies isolated singularities, and mixed polynomials that are strongly inner non-degenerate satisfy the strong Milnor condition.

We generalize the notion of biquandles to psyquandles and use these to define invariants of oriented singular links and pseudolinks. In addition to psyquandle counting invariants, we introduce Alexander psyquandles and corresponding invariants such as Alexander psyquandle polynomials and Alexander-Gröbner psyquandle in…

2017-10-23abs ↗pdf ↗

Colored knot polynomials possess a peculiar Z-expansion in certain combinations of differentials, which depends on the representation. The coefficients of this expansion are functions of the three variables (A,q,t) and can be considered as new distinguished coordinates on the space of knot polynomials, analogous to the…

2013-06-24abs ↗pdf ↗

We study certain linear representations of the knot group that induce augmentations of knot contact homology. This perspective on augmentations enhances our understanding of the relationship between the augmentation polynomial and the A-polynomial of the knot. For example, we show that for 2-bridge knots the polynomial…

2013-03-20abs ↗pdf ↗

New bounds for learning polynomial surrogates with LL_\infty guarantees.

problem Learning polynomial surrogates for bounded binary functions with LL_\infty error guarantees.
method Characterized minimax sample complexity for two classes of polynomials under subgaussian noise.
result Sample complexity rates differ from noiseless case, scaling as nd+1n^{d+1} for degree dd polynomials and ns2ns^2 for sparse polynomials.

The problem of the existence of an additional (independent on the energy) first integral, of a geodesic (or magnetic geodesic) flow, which is polynomial in momenta is studied. The relation of this problem to the existence of nontrivial solutions of stationary dispersionless limits of two-dimensional soliton equations i…

2016-10-16abs ↗pdf ↗

We give, using an explicit expression obtained in [V. Jones, Ann. of Math. 126, 335 (1987)], a basic hypergeometric representation of the HOMFLY polynomial of (n,m)(n,m) torus knots, and present a number of equivalent expressions, all related by Heine's transformations. Using this result the (m,n)(n,m)(m,n)\leftrightarrow (n,m) s…

2014-01-31abs ↗pdf ↗

The study optimizes polynomial regression for learning under Gaussian distributions.

problem Agnostic learning of Boolean and real-valued functions under Gaussian distributions.
method LP duality and polynomial degree analysis for L1L^1-regression.
result Optimal SQ lower bounds for various function classes.

A new bootstrapping method reduces key sizes and runtime in FHE.

problem Large plaintext evaluation in FHE increases bootstrapping complexity.
method New polynomial vector representation and monic monomial permutation matrices.
result Polynomial factor improvement in key size and constant factor in runtime.

We perform global and local analysis of oscillatory and damped spherically symmetric fundamental solutions for Helmholtz operators (Δ±β2)\big({-}Δ\pmβ^2\big) in dd-dimensional, RR-radius hyperbolic HRd{\mathbf H}_R^d and hyperspherical SRd{\mathbf S}_R^d geometry, which represent Riemannian manifolds with positive constant…

2018-03-19abs ↗pdf ↗

In this thesis we work with Khovanov homology of links and its generalizations, as well as with the homology of graphs. Khovanov homology of links consists of graded chain complexes which are link invariants, up to chain homotopy, with graded Euler characteristic equal to the Jones polynomial of the link. Hence, it can…

2006-05-22abs ↗pdf ↗

We use the Bar-Natan Zh-correspondence to identify the generalized Alexander polynomial of a virtual knot with the Alexander polynomial of a two component welded link. We show that the Zh-map is functorial under concordance, and also that Satoh's Tube map (from welded links to ribbon knotted tori in S4S^4) is functoria…

2019-03-20abs ↗pdf ↗

To a knot in 3-space, one can associate a sequence of Laurent polynomials, whose nnth term is the nnth colored Jones polynomial. The paper is concerned with the asymptotic behavior of the value of the nnth colored Jones polynomial at $e^{\a/n}$, when $\a$ is a fixed complex number and nn tends to infinity. We analy…

2005-08-04abs ↗pdf ↗