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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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168335503670 · Jun 202019922001200920172026
48 results for complex simple

Method reconstructs networks from contagion dynamics.

problem Fitting contagion models assumes simple dynamics, ignoring complex contagions.
method Nonparametric method to reconstruct network and dynamics from node states.
result Networks are easier to reconstruct through complex contagions in dense or saturated networks.

Paper resolves open problems on sample complexity in binary hypothesis testing.

problem Open problems in distributed simple binary hypothesis testing under information constraints.
method One-shot lower bound on Bayes error, streamlined sample complexity formula, reverse data-processing inequality.
result Optimally tight sample complexity bounds for communication-constrained simple binary hypothesis testing.

We study possible cases of complex simple graded Lie algebras of depth 2, which are the Tanaka prolongations of pseudo HH-type Lie algebras arising through representation of Clifford algebras. We show that the complex simple Lie algebras of type BnB_n with 2|2|-grading do not contain non-Heisenberg pseudo HH-type Li…

2017-12-24abs ↗pdf ↗

\noindent Given a Riemann surface MM, the \emph{complexity} of a branched cover of MM to the Riemann sphere S2S^2, of degree dd and with branching set of cardinality n3n \geq 3, is defined as dd times the hyperbolic area of the complement of its branching set in S2S^2. A branched cover p ⁣:MS2p \colon M \to S^2 of degre…

2011-10-28abs ↗pdf ↗

The paper investigates gradings of complex simple Lie algebras, focusing on 3|3|-gradings and their algebraic structures.

problem Investigating the algebraic structure of 3|3|-gradings of complex simple Lie algebras.
method Completely determining the possible reductive algebras n0\mathfrak{n}_0 and proving the uniqueness of a specific free nilpotent Lie algebra.
result The only free nilpotent Lie algebra of step 3 that appears as the negative part of a 3|3|-grading is the usual 3|3|-grading of the exceptional Lie algebra g2\mathfrak{g}_2.

We present a new approach to simple homotopy theory of polyhedra using finite topological spaces. We define the concept of collapse of a finite space and prove that this new notion corresponds exactly to the concept of a simplicial collapse. More precisely, we show that a collapse of finite spaces induces a simplicial …

2006-11-06abs ↗pdf ↗

New algorithm trains neural nets on simple skills to learn complex tasks faster.

problem Learning complex tasks through simple imitation.
method Train neural networks on simple, easy-to-learn skills to accelerate learning of complex, hard-to-learn tasks.
result Consistently outperforms state-of-the-art baseline in training speed and performance.

VAEs and GANs use simple distributions and neural networks to implicitly approximate complex data distributions.

problem Approximating high-dimensional complex distributions explicitly is often intractable.
method VAEs and GANs use simple base distributions and neural networks to implicitly approximate complex distributions.
result Implicit approximation of complex distributions is crucial but introduces limitations, especially in VAEs with fixed Gaussian priors.

In this paper we study a new combinatorial invariant of simple polytopes, which comes from toric topology. With each simple n-polytope P with m facets we can associate a moment-angle complex Z_P with a canonical action of the torus T^m. Then s(P) is the maximal dimension of a toric subgroup that acts freely on Z_P. The…

2009-08-24abs ↗pdf ↗

Diffusion models learn simple statistics before complex ones, revealing a sample complexity exponent.

problem Understanding the learning dynamics of diffusion models.
method Empirical observations and theoretical analysis of diffusion models and denoisers.
result Diffusion models learn simple statistics (pair-wise correlations) at linear sample complexity, while higher-order statistics (e.g., fourth cumulant) require cubic sample complexity.

We call complex quasifold of dimension k a space that is locally isomorphic to the quotient of an open subset of the space C^k by the holomorphic action of a discrete group; the analogue of a complex torus in this setting is called a complex quasitorus. We associate to each simple polytope, rational or not, a family of…

2000-04-11abs ↗pdf ↗

Classification results are given for (i) compact quaternionic Kähler manifolds with a cohomogeneity-one action of a semi-simple group, (ii) certain complete hyperKähler manifolds with a cohomogeneity-two action of a semi-simple group preserving each complex structure, (iii) compact 3-Sasakian manifolds which are cohomo…

1998-08-21abs ↗pdf ↗

Simple models are preferred over complex models, but over-simplistic models could lead to erroneous interpretations. The classical approach is to start with a simple model, whose shortcomings are assessed in residual-based model diagnostics. Eventually, one increases the complexity of this initial overly simple model a…

2017-06-26abs ↗pdf ↗

The Killing form β of a real (or complex) semisimple Lie group G is a left-invariant pseudo-Riemannian (or, respectively, holomorphic) Einstein metric. Let Ω denote the multiple of its curvature operator, acting on symmetric 2-tensors, with the factor chosen so that Ωβ=2β. The result of Meyberg [8], describing the spec…

2013-04-09abs ↗pdf ↗

We show that the simultaneous (de)grafting of a complex projective structure with quasi-Fuchsian holonomy along a multicurve can be performed by a simple sequence of one bubbling and one debubbling. As a consequence we obtain that any complex projective structure with quasi-Fuchsian holonomy ρ:π1(S)ρ:π_1(S)\to PSL$_2\mathbb…

2017-01-21abs ↗pdf ↗

Real moment-angle manifolds of combinatorially equivalent simple polytopes are equivariantly diffeomorphic.

problem Uniqueness of smooth structures on real moment-angle manifolds.
method Arguments from calculus applied to results from complex moment-angle manifolds.
result Real moment-angle manifolds of combinatorially equivalent simple polytopes are equivariantly diffeomorphic.

Our purpose is to classify acyclic 4-manifolds having shadow complexity zero. In this paper, we focus on simple polyhedra and discuss this problem combinatorially. We consider a shadowed polyhedron XX and a simple polyhedron X0X_0 that is obtained by collapsing from XX. Then we prove that there exists a canonical way…

2016-05-01abs ↗pdf ↗

The action dimension of a discrete group GG is the minimum dimension of contractible manifold that admits a proper GG-action. We compute the action dimension of the direct limit of a simple complex of groups for several classes of examples including: 1) Artin groups, 2) graph products of groups, and 3) fundamental gr…

2018-03-12abs ↗pdf ↗

There has been recent interest in improving performance of simple models for multiple reasons such as interpretability, robust learning from small data, deployment in memory constrained settings as well as environmental considerations. In this paper, we propose a novel method SRatio that can utilize information from hi…

2019-05-30abs ↗pdf ↗

A new imitation learning method uses random search for simple policies, outperforming complex models.

problem Complexity and reward dependency issues in imitation learning.
method Derivative-free optimization with simple linear policies and random search.
result The proposed method achieves competitive performance on MuJoCo locomotion tasks without a direct reward signal.

The paper proves a quadratic formality for Sasakian manifolds' representation varieties.

problem Analyzing the variety of representations of fundamental groups of Sasakian manifolds.
method Proving almost-formality of de Rham complex and vanishing cup product theorem.
result Quadratic formality of analytic germs of representation varieties.

The complex Lie superalgebras g\mathfrak{g} of type D(2,1;a)D(2,1;a) - also denoted by osp(4,2;a)\mathfrak{osp}(4,2;a) - are usually considered for "non-singular" values of the parameter aa, for which they are simple. In this paper we introduce five suitable integral forms of g\mathfrak{g}, that are well-defined at singular valu…

2017-09-14abs ↗pdf ↗

We consider collections of disjoint simple closed curves in a compact orientable surface which decompose the surface into pairs of pants. The isotopy classes of such curve systems form the vertices of a 2-complex, whose edges correspond to certain simple moves in which only one curve changes, and whose 2-cells correspo…

1999-06-12abs ↗pdf ↗

Study hypothesis testing under quantized samples with communication constraints, achieving near-optimal sample complexity.

problem Optimizing hypothesis testing with quantized samples and communication constraints.
method Developed a polynomial-time algorithm achieving near-optimal sample complexity under communication constraints.
result Achieved near-optimal sample complexity under communication constraints, with a logarithmic factor increase over unconstrained setting.

If a finite group GG is isomorphic to a subgroup of SO(3)SO(3), then GG has the D2-property. Let XX be a finite complex satisfying Wall's D2-conditions. If π1(X)=Gπ_1(X)=G is finite, and χ(X)1Def(G)χ(X) \geq 1-Def(G), then XS2X \vee S^2 is simple homotopy equivalent to a finite 22-complex, whose simple homotopy type depends only on …

2017-08-28abs ↗pdf ↗

We study the isotropy representation of real flag manifolds associated to simple Lie algebras that are split real forms of complex simple Lie algebras. For each Dynkin diagram the invariant irreducible subspaces for the compact part of the isotropy subgroup are described. Contrary to the complex flag manifolds the deco…

2014-05-26abs ↗pdf ↗

We construct invariant complex product (hyperparacomplex, indefinite quaternion) structures on the manifolds underlying the real noncompact simple Lie groups $SL(2m-1,\RR)$, SU(m,m1)SU(m,m-1) and $SL(2m-1,\CC)^\RR$. We show that on the last two series of groups some of these structures are compatible with the biinvariant Kil…

2004-05-31abs ↗pdf ↗

Simple rectilinear polygons (i.e. rectilinear polygons without holes or cutpoints) can be regarded as finite rectangular cell complexes coordinatized by two finite dendrons. The intrinsic l1l_1-metric is thus inherited from the product of the two finite dendrons via an isometric embedding. The rectangular cell complexe…

2010-05-11abs ↗pdf ↗