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48 results for text rationalization

Neural networks and rational functions efficiently approximate each other. In more detail, it is shown here that for any ReLU network, there exists a rational function of degree O(polylog(1/ε))O(\text{polylog}(1/ε)) which is εε-close, and similarly for any rational function there exists a ReLU network of size $O(\text{polylog}(1/ε…

2017-06-11abs ↗pdf ↗

Study stabilizers of isotropic classes in rational 4-manifolds, finding diffeomorphisms that almost preserve Lefschetz fibrations.

problem Stabilizers of isotropic classes in rational 4-manifolds.
method Analysis of stabilizers under mapping class group action, finding diffeomorphisms almost preserving Lefschetz fibrations.
result Diffeomorphisms can almost preserve genus-0 Lefschetz fibrations, answering Nielsen realization problem.

New presentation of Goussarov-Habiro Lie algebra using primitive Feynman diagrams.

problem Defining a filtration of string links using clasper surgeries and geometrically realizing Feynman diagrams.
method Concrete presentation of the rational Goussarov-Habiro Lie algebra using primitive Feynman diagrams and relations.
result Alternative diagrammatic proof of Massuyeau's rational version of the Goussarov-Habiro conjecture.

Sparse text alignments learned via optimal transport improve model explainability.

problem Building self-explaining models by selecting relevant text pieces.
method Employing optimal transport to find minimal cost alignments, introducing constrained variants for sparsity.
result Sparse and interpretable alignments achieved, preserving prediction accuracy.

In this paper, we develop a method for constructing left-orders on the fundamental groups of rational homology 3-spheres. We begin by constructing the holonomy extension locus of a rational homology solid torus MM, which encodes the information about peripherally hyperbolic PSL2R~\widetilde{\text{PSL}_2\mathbb{R}} represe…

2018-10-26abs ↗pdf ↗

The study shows algebraic Bergman kernels imply finite type boundaries in complex domains.

problem Understanding the relationship between algebraic Bergman kernels and the finite type of boundaries in complex domains.
method Analyzing algebraic Bergman kernels and their implications on the finite type of boundaries in smoothly bounded pseudoconvex domains in C2\mathbb{C}^2.
result The boundary of a smoothly bounded pseudoconvex domain with an algebraic Bergman kernel of degree dd is of finite type with type r2dr \leq 2d.

The paper proves a cohomological injection for a specific group.

problem Investigating nontriviality of certain cohomology classes.
method Uses an idea from Nariman to prove nontriviality of monomials in the Euler and Pontrjagin classes.
result Proves that H(extBSO(4);Q)H^*( ext{BSO}(4);\mathbb{Q}) injects into the group cohomology of extDiff+(S3) ext{Diff}^+(S^{3}).

Study rational homology of moduli space via Morse functions, proving stability phenomena.

problem Homology of Deligne--Mumford compactification of moduli space of stable curves.
method Using a family of Morse functions, specifically the sys_T functions, and exploiting geometric and Morse properties.
result Homology of Deligne--Mumford compactification is supported entirely on the boundary in low degrees, and rational homology is finite generated and stable across all genera and marked points.

A new approach to rationalization identifies true rationales by considering causal relationships.

problem Existing rationalization methods struggle with spuriousness, where snippets with similar contributions are hard to distinguish.
method The method leverages causal inference to identify non-spurious rationales, defining probabilities of causation based on a structural causal model.
result The proposed causal rationalization outperforms existing methods on real-world datasets.

Many kinds of data are naturally amenable to being treated as sequences. An example is text data, where a text may be seen as a sequence of words. Another example is clickstream data, where a data instance is a sequence of clicks made by a visitor to a website. This is also common for data originating in the domains of…

2019-10-20abs ↗pdf ↗

Outer space for RAAGs is a contractible finite-dimensional space for automorphisms.

problem Constructing a finite-dimensional space for outer automorphisms of RAAGs.
method Constructing a finite-dimensional space OΓ\mathcal{O}_\Gamma blending features of symmetric spaces and Outer space for free groups.
result The space OΓ\mathcal{O}_\Gamma is contractible, making the quotient a rational classifying space for extOut(AΓ) ext{Out}(A_\Gamma).

We examine certain symmetries in the deficiencies of a rational surgery on a knot in S3S^3 by comparing the Spinc\text{Spin}^c-structures on the rational surgery with those on a related integral surgery. We then provide an application of these symmetries in the form of a theorem that obstructs Dehn surgeries in S3S^3. Thi…

2013-04-01abs ↗pdf ↗

Let BlP1Pn\text{Bl}_{\mathbb{P}^1} \mathbb{P}^n be a Kähler manifold obtained by blowing up a complex projective space Pn\mathbb{P}^n along a line P1\mathbb{P}^1. We prove that BlP1Pn\text{Bl}_{\mathbb{P}^1} \mathbb{P}^n does not admit constant scalar curvature Kähler metrics in any rational Kähler class, but admits extremal m…

2015-08-11abs ↗pdf ↗

We provide an alternative proof that Koschorke's κκ-invariant is injective on the set of link homotopy classes of nn-component homotopy Brunnian links BLM(n)BLM(n). The existing proof (by Koschorke \cite{Koschorke97}) is based on the Pontryagin--Thom theory of framed cobordisms, whereas ours is closer in spirit to techni…

2012-08-22abs ↗pdf ↗

Modeling alignment as resource-limited cognitive processes, researchers derive performance bounds.

problem Systematic deviations in feedback-based alignment of large language models.
method Modeling alignment as a two-stage cascade UoHoYU o H o Y given SS, with cognitive and total capacities.
result Capacity-coupled Alignment Performance Interval derived from Fano and PAC-Bayes bounds.

Article explores non-freeness of groups generated by two specific matrices, providing counterexamples and sequences.

problem Tackles the non-freeness of groups generated by two parabolic matrices with rational parameters.
method Uses the orbit test and modulo homomorphisms to provide sufficient conditions and counterexamples.
result Constructs explicit counterexamples and sequences converging to 3, demonstrating non-freeness.

Selection of input features such as relevant pieces of text has become a common technique of highlighting how complex neural predictors operate. The selection can be optimized post-hoc for trained models or incorporated directly into the method itself (self-explaining). However, an overall selection does not properly c…

2019-10-28abs ↗pdf ↗

We construct a new minimal complex surface of general type with pg=0p_g=0, K2=2K^2=2 and H1=Z/4ZH_1=\mathbb{Z}/4\mathbb{Z} (in fact π1alg=Z/4Zπ_1^{\text{alg}}=\mathbb{Z}/4\mathbb{Z}), which settles the existence question for numerical Campedelli surfaces with all possible algebraic fundamental groups. The main techniques involved in th…

2010-12-29abs ↗pdf ↗

A torus manifold MM is a 2n2n-dimensional orientable manifold with an effective action of an nn-dimensional torus such that MTM^T\neq \emptyset. In this paper we discuss the classification of torus manifolds which admit an invariant metric of non-negative curvature. If MM is a simply connected torus manifold which a…

2014-01-02abs ↗pdf ↗

We give a new, elementary proof that Khovanov homology with Z/2Z\mathbb{Z}/2\mathbb{Z}--coefficients is invariant under Conway mutation. This proof also gives a strategy to prove Baldwin and Levine's conjecture that δδ--graded knot Floer homology is mutation--invariant. Using the Clifford module structure on $\widetilde…

2017-01-04abs ↗pdf ↗

Convolutional neural networks (CNNs) have recently emerged as a popular building block for natural language processing (NLP). Despite their success, most existing CNN models employed in NLP share the same learned (and static) set of filters for all input sentences. In this paper, we consider an approach of using a smal…

2017-09-25abs ↗pdf ↗

Study cyclic group actions on spin 4-manifolds with boundary using Seiberg-Witten theory.

problem Understanding cyclic group actions on spin 4-manifolds with boundary.
method Using Seiberg-Witten equations and lattice constructions, define equivariant refinements of the invariant κ.
result Equivariant relative 10/8-ths type inequalities for spin equivariant cobordisms between rational homology spheres.

The paper constructs new rational homology 3-spheres bounding rational homology 4-balls.

problem Constructing rational homology 3-spheres that bound rational homology 4-balls.
method Exploring plumbed 3-manifolds and using rational homology circles.
result Infinite families of rational homology 3-spheres that bound rational homology 4-balls.

The present paper attempts to show an alternative approach with regards to rational Pythagorean-hodograph (PH) curves and especially more natural approach for rational PH helices (i.e. rational helices). It exploits geometric features of rational helices to obtain a simpler construction of these curves and apply this t…

2013-06-16abs ↗pdf ↗

Classifies real rational knots and curves in a specific quadric space.

problem Classifying real rational knots and curves in a quadric space of signature (3,2)(3,2).
method Classification through a study of real rational curves of low degree in the quadric.
result Provides representatives of all real rational knots of degree 5\leq 5 in the quadric.

We note that a rational 33-tangle diagram is obtained from a combination of four generators. There is an algorithm to distinguish two rational 33-tangle diagrams up to isotopy. However, there is no perfect classification about rational 33-tangle diagrams such as the classification of rational 22-tangle diagrams cor…

2015-02-19abs ↗pdf ↗

Lower bounds on rational slice genus using Heegaard Floer invariants.

problem Measuring complexity of homology classes in 4-manifolds.
method Introducing rational slice genus, bounding Heegaard Floer τ invariants, using satellite links and closed braids.
result Lower bounds on rational slice genus in terms of Heegaard Floer τ invariants.

This paper gives two new combinatorial topological proofs of the classification of rational tangles. Each proof rests on an elegant lemma showing that rational tangles are isotopic to canonical alternating rational tangles. The first proof defines the tangle fraction from the canonical form and uses flyping to prove in…

2003-11-27abs ↗pdf ↗

The paper proves that rational concordance of double twist knots is reciprocal.

problem Determining when double twist knots are rationally slice.
method Using Donaldson's diagonalization theorem, the paper constructs rational ball obstructions for non-rational sliceness.
result Infinitely many prime power-fold cyclic branched covers do not bound a rational ball, proving the converse of rational concordance.

In this paper, we introduce a rational ττ invariant for rationally null-homologous knots in contact 3-manifolds with nontrivial Ozsváth-Szabó contact invariants. Such an invariant is an upper bound for the sum of rational Thurston-Bennequin invariant and the rational rotation number of the Legendrian representatives o…

2017-05-26abs ↗pdf ↗

This paper is an introduction to rational tangles, rational knots and links and their applications to DNA. The paper can be read as an introduction to our more technical papers on rational tangles (math.GT/0311499) and on rational knots (math.GT/0212011). The present paper includes a self-contained account of the tangl…

2003-11-27abs ↗pdf ↗

The study explores pinwheels in symplectic surfaces and non-squeezing of rational homology balls.

problem Understanding when Lagrangian pinwheels embed in symplectic rational and ruled surfaces.
method Almost toric fibrations and symplectic rational blow-up.
result A rational homology ball embeds into a rational homology cylinder if and only if the parameter is greater than or equal to 1.

Classifies torus bundles bounding 4-manifolds with rational homology.

problem Classifying torus bundles over the circle that bound 4-manifolds with rational homology.
method Completely classified torus bundles over the circle that bound 4-manifolds with rational homology.
result Completely classified torus bundles over the circle that bound 4-manifolds with rational homology.