Research
On-device research index

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.

168,695 papers · 148 categories

Trend · papers per month

83167250333 · Jun 202019922001200920172026
48 results for variable invariant

New invariant CWRCWR for alternating links is stronger than existing invariants.

problem Developing a stronger invariant for alternating links.
method Introducing CWRCWR invariant as an array of two-variable polynomials.
result The CWRCWR invariant is stronger than classical invariants like HOMFLYPT and Kauffman polynomials.

New findings show invariance alone isn't enough to identify latent causal variables.

problem Lack of theoretical insights for identifying latent causal variables when variables are latent.
method Assessed the connection between invariance and causal representation learning using impossibility results.
result Invariance alone is insufficient to identify latent causal variables.

FAIR-NN finds invariant variables for causal inference across diverse environments.

problem Nonparametric invariance and causal learning in regression models with varying joint distributions.
method FAIR-NN framework using adversarial optimization and neural networks.
result FAIR-NN identifies invariant variables and quasi-causal variables under minimal conditions.

We define a family of generalizations of the two-variable quandle polynomial. These polynomial invariants generalize in a natural way to eight-variable polynomial invariants of finite biquandles. We use these polynomials to define a family of link invariants which further generalize the quandle counting invariant.

2008-01-18abs ↗pdf ↗

We establish general versions of a variety of results for quasiconvex, lower-semicontinuous, and law-invariant functionals. Our results extend well-known results from the literature to a large class of spaces of random variables. We sometimes obtain sharper versions, even for the well-studied case of bounded random var…

2018-08-02abs ↗pdf ↗

We define counting and cocycle enhancement invariants of virtual knots using parity biquandles. These invariants are determined by pairs consisting of a biquandle 2-cocycle φ^0 and a map φ^1 with certain compatibility conditions leading to one-variable or two-variable polynomial invariants of virtual knots. We provide …

2015-07-20abs ↗pdf ↗

Innovative series invariant for knot complements, linking to existing invariants.

problem Developing a new series invariant for knot complements.
method Introducing a three-variable series FK(y,z,q)F_K(y,z,q) for plumbed knot complements.
result Deriving a surgery formula relating FK(y,z,q)F_K(y,z,q) to Z^(q)\hat{Z}(q) invariant.

New findings on how certain functionals behave in random variable spaces.

problem Understanding when law-invariant convex functionals simplify to the mean.
method Analyzing a broad class of random variable spaces and mild semicontinuity assumptions.
result The expectation functional is the only law-invariant convex functional that collapses to the mean under certain conditions.

Human reasoning involves recognising common underlying principles across many examples. The by-products of such reasoning are invariants that capture patterns such as "if someone went somewhere then they are there", expressed using variables "someone" and "somewhere" instead of mentioning specific people or places. Hum…

2019-09-16abs ↗pdf ↗

Given an invariant J(K) of a knot K, the corresponding (1,1)-tangle invariant J'(K)=J(K)/J(U) is defined as the quotient of J(K) by its value J(U) on the unknot U. We prove here that J' is always an integer 2-variable Laurent polynomial when J is the Homfly satellite invariant determined by decorating K with any eigenv…

2006-06-14abs ↗pdf ↗

We introduce two sequences of two-variable polynomials {LKn(t,)}n=1\{ L^n_K (t, \ell)\}_{n=1}^{\infty} and {FKn(t,)}n=1\{ F^n_K (t, \ell)\}_{n=1}^{\infty}, expressed in terms of index value of a crossing and nn-dwrithe value of a virtual knot KK, where tt and \ell are variables. Basing on the fact that nn-dwrithe is a flat virtual k…

2018-03-14abs ↗pdf ↗

In recent works, the authors considered various Lagrangians, which are invariant under a Lie group action, in the case where the independent variables are themselves invariant. Using a moving frame for the Lie group action, they showed how to obtain the invariantized Euler-Lagrange equations and the space of conservati…

2013-06-04abs ↗pdf ↗

Given any oriented link diagram, one can construct knot invariants using skein relations. Usually such a skein relation contains three or four terms. In this paper, the author introduces several new ways to smooth a crossings, and uses a system of skein equations to construct link invariant. This invariant can also be …

2017-03-17abs ↗pdf ↗

The paper analyzes counterfactual invariance and its relation to conditional independence.

problem Understanding the relationship between counterfactual invariance and conditional independence.
method Theoretical analysis of existing definitions, graphical implications, and mathematical proofs.
result Counterfactual invariance implies conditional independence, but not the other way around.

The ``Links-Gould invariant'' is a two-variable Laurent polynomial invariant of oriented (1,1) tangles, which is derived from the representation of the braid generator associated with the one-parameter family of four dimensional representations with highest weights (0,0|a) of the quantum superalgebra U_q[gl(2|1)]. We u…

1999-09-13abs ↗pdf ↗

We define a multi-variable version of the Affine Index Polynomial for virtual links. This invariant reduces to the original Affine Index Polynomial in the case of virtual knots, and also generalizes the version for compatible virtual links recently developed by L. Kauffman. We prove that this invariant is a Vassiliev i…

2019-09-09abs ↗pdf ↗

A new polynomial invariant for strongly involutive links.

problem Characterizing strongly involutive links using polynomial invariants.
method Introducing a two-variable polynomial invariant \(P^e\) with equivariant skein relations.
result Specialisation of \(P^e\) recovers the graded Euler characteristic of a spectral sequence.

We define a two-variable polynomial invariant of finite quandles. In many cases this invariant completely determines the algebraic structure of the quandle up to isomorphism. We use this polynomial to define a family of link invariants which generalize the quandle counting invariant.

2007-02-02abs ↗pdf ↗

The paper studies third-order PDEs invariant under affine transformations and connects them to the Fubini-Pick invariant.

problem Investigating third-order PDEs invariant under affine transformations.
method Using a general method introduced in [D.V. Alekseevsky, J. Gutt, G. Manno, and G. Moreno: A general method to construct invariant PDEs on homogeneous manifolds].
result Derives third-order PDEs from the Fubini-Pick invariant.

The paper classifies symplectic invariants of specific singularities in integrable Hamiltonian systems.

problem Classifying symplectic invariants of singularities in integrable Hamiltonian systems.
method Smooth CC^\infty symplectic classification of Lagrangian fibrations near singularities.
result Action variables form complete CC^\infty symplectic invariants for parabolic orbits and cuspidal tori.

Researchers derive qq-series for SO(3)SO(3) and OSp(12)OSp(1|2) groups.

problem Deriving qq-series for SO(3)SO(3) and OSp(12)OSp(1|2) groups.
method Change of variable relating SU(2)SU(2) link invariants to SO(3)SO(3) and OSp(12)OSp(1|2) link invariants.
result Explicit qq-series for SO(3)SO(3) and OSp(12)OSp(1|2) groups.

We use refined spectral sequence arguments to calculate known and previously unknown bi-Hamiltonian cohomology groups, which govern the deformation theory of semi-simple bi-Hamiltonian pencils of hydrodynamic type with one independent and \( N\) dependent variables. In particular, we rederive the result of Dubrovin-Liu…

2016-11-28abs ↗pdf ↗

We generalize Ng's two-variable algebraic/combinatorial 00-th framed knot contact homology for framed oriented knots in S3S^3 to knots in S1×S2S^1 \times S^2, and prove that the resulting knot invariant is the same as the framed cord algebra of knots. Actually, our cord algebra has an extra variable, which potentially co…

2014-07-31abs ↗pdf ↗

Using basic topology and linear algebra, we define a plethora of invariants of boundary links whose values are power series with noncommuting variables. These turn out to be useful and elementary reformulations of an invariant originally defined by M. Farber.

2001-02-13abs ↗pdf ↗

Unified approach to causal representation learning using invariance principles.

problem Identifying latent causal variables from high-dimensional observations.
method Guiding identification of causal variables with invariance principles rather than causal hierarchies.
result Unified method that mixes causal and non-causal assumptions improves treatment effect estimation.

A new model encodes distances and topology in latent variables.

problem Modeling dissimilarity data with latent variables and invariances.
method Isometric Gaussian Process Latent Variable Model using Riemannian geometry and variational inference.
result The model can encode invariances in learned manifolds.

The construction of invariants of three-dimensional manifolds with a triangulated boundary, proposed earlier by the author for the case when the boundary consists of not more than one connected component, is generalized to any number of components. These invariants are based on the torsion of acyclic complexes of geome…

2008-06-16abs ↗pdf ↗

We produce a facial state sum on plane diagrams of a knot or a link which admits an invariant specialization under Polyak's recent set of generating of 4 Reidemeister moves. Thus an isotopy invariant of framed links is obtained. Each state is a complete coloring of the faces of the diagram into white and black faces so…

2012-09-21abs ↗pdf ↗

New model preserves symmetry in multivariate time series, improving performance.

problem Implicit ordering in MTS models violates inherent exchangeability.
method Permutation-equivariant 2D state space model with canonical architecture.
result Eliminates sequential dependency chains and simplifies stability analysis.

Extracts invariant features to predict Y without confounding by Z, using conditional independence and optimal transport.

problem Extracting invariant features to predict Y without confounding by Z, a response variable influenced by unknown confounders Z.
method Develops a methodology penalizing statistical dependence between feature and confounders conditioned on Y, using the Optimal Transport Barycenter Problem.
result The method extracts invariant features in the Gaussian case, equivalent to penalizing dependence between feature and conditional random variable Z_Y.

A new method treats all variables equally in fitting data.

problem Fitting relationships to data with multiple variables, especially when dependent and independent variables are not clearly defined.
method A general method treating all variables impartially, using geometric mean functional relationships and correlation.
result The method provides coefficients that are easily calculated from covariances or correlations, making it scale-invariant and applicable to various units.

We combine conditional variational autoencoders (VAE) with adversarial censoring in order to learn invariant representations that are disentangled from nuisance/sensitive variations. In this method, an adversarial network attempts to recover the nuisance variable from the representation, which the VAE is trained to pre…

2018-05-21abs ↗pdf ↗

The Kauffman-Vogel polynomials are three variable polynomial invariants of 44-valent rigid vertex graphs. A one-variable specialization of the Kauffman-Vogel polynomials for unoriented 44-valent rigid vertex graphs was given by using the Kauffman bracket and the Jones-Wenzl idempotent colored with 22. Bataineh, Elha…

2017-08-30abs ↗pdf ↗