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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.

169,051 papers · 148 categories

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48 results for integer multiplication

Total torsion of 3D lines of curvature is an integer multiple of 2π.

problem Understanding the total torsion of 3D lines of curvature in Riemannian manifolds.
method Analyzing the properties of well-positioned lines of curvature and using the total torsion theorem for spherical curves.
result The total torsion of a well-positioned line of curvature is an integer multiple of 2π.

Paper defines predictive multiplicity and measures its severity in classification problems.

problem Challenges in machine learning due to competing models with conflicting predictions.
method Formal measures and integer programming tools for linear classification problems.
result Real-world datasets may admit competing models with wildly conflicting predictions.

End-to-end pipeline for data-driven decision making in mixed-integer optimization.

problem Data-driven decision making in mixed-integer optimization with uncertainty.
method Exploiting mixed-integer optimization-representability of machine learning methods, characterizing decision trust regions, and ensembling multiple models.
result Framework generates high-quality prescriptions and controls model robustness.

We introduce a multiple conjugation biquandle, and show that it is the universal algebra to define a semi-arc coloring invariant for handlebody-links. A multiple conjugation biquandle is a generalization of a multiple conjugation quandle. We extend the notion of nn-parallel biquandle operations for any integer nn, an…

2017-02-05abs ↗pdf ↗

Mixed integer programming identifies critical neurons in neural networks.

problem Identifying neurons critical for network performance and generalization.
method Developed a mixed integer program (MIP) to assign importance scores to neurons, guiding pruning decisions.
result The method identifies multiple 'lucky' sub-networks resulting in optimized architectures that generalize across datasets.

This paper considers the problem of estimating the structure of multiple related directed acyclic graph (DAG) models. Building on recent developments in exact estimation of DAGs using integer linear programming (ILP), we present an ILP approach for joint estimation over multiple DAGs, that does not require that the ver…

2014-04-04abs ↗pdf ↗

Improved RTM uses integer weights to reduce computation and increase interpretability.

problem Lack of interpretability in nonlinear regression models.
method Integer weighted RTM clauses, combined with a novel learning scheme.
result Significantly reduced computation cost with improved accuracy.

We prove several results on Almgren's multiple valued functions and their links to integral currents. In particular, we give a simple proof of the fact that a Lipschitz multiple valued map naturally defines an integer rectifiable current; we derive explicit formulae for the boundary, the mass and the first variations a…

2013-06-05abs ↗pdf ↗

Improved machine translation with INT8 hardware using a novel training method.

problem Training accurate machine translation models with limited hardware precision.
method Convert all Transformer matrix multiplications to 8-bit integer (INT8) without sacrificing accuracy.
result INT8 Transformer models achieve BLEU scores 99.3% to 100% relative to FP32 models.

Scoring systems are linear classification models that only require users to add, subtract and multiply a few small numbers in order to make a prediction. These models are in widespread use by the medical community, but are difficult to learn from data because they need to be accurate and sparse, have coprime integer co…

2015-02-15abs ↗pdf ↗

Special Legendrian Integral Cycles in S5S^5 are the links of the tangent cones to Special Lagrangian integer multiplicity rectifiable currents in Calabi-Yau 3-folds. We show that such Special Legendrian Cycles are smooth except possibly at isolated points.

2009-07-02abs ↗pdf ↗

GTC improves neural network compression and accuracy without multiplications.

problem Balancing accuracy and computational complexity in deep neural networks.
method Generalizes ternary connect to allow arbitrary levels and integer powers of two, learning optimal levels and weights end-to-end.
result GTC achieves comparable accuracy to binary networks with superior compression and hardware benefits.

We prove that 2 dimensional Integral currents (i.e. integer multiplicity 2 dimensional rectifiable currents) which are almost complex cycles in an almost complex manifold admitting locally a compatible symplectic form are smooth surfaces aside from isolated points and therefore are J-holomorphic curves.

2003-10-04abs ↗pdf ↗

The construction of knots via annular twisting has been used to create families of knots yielding the same manifold via Dehn surgery. Prior examples have all involved Dehn surgery where the surgery slope is an integral multiple of 2. In this note we prove that for any integer nn there exist infinitely many different k…

2014-07-06abs ↗pdf ↗

We present a riemannian structure on the disk that has a remarkably rich structure. Geodesics are hypocycloids and the (negative of the) laplacian has integer spectrum with multiplicity the Dirichlet divisor function. Eigenfunctions of the laplacian are orthogonal polynomials naturally suited to the analysis of acousti…

2016-03-21abs ↗pdf ↗

Given smooth manifolds VnV^n and MmM^m, an integer kk, and an immersion f:VMf:V\looparrowright M, we have constructed an obstruction for existence of regular homotopy of ff to an immersion f:VMf':V\looparrowright M without kk-fold points. This obstruction takes values in certain framed bordism group, and for $(k+1)(n+1)…

2002-03-13abs ↗pdf ↗

On an asymptotically hyperbolic manifold (X,g), we show that the resolvent resonances coincide, with multiplicities, with the poles of the renormalized scattering operator, except for the special points n/2-k (with k>0 integer) where an additional term appears: this is the dimension of the kernel of the k-conformal Lap…

2004-03-31abs ↗pdf ↗

In this paper, we study the dual representation for generalized multiple stopping problems, hence the pricing problem of general multiple exercise options. We derive a dual representation which allows for cashflows which are subject to volume constraints modeled by integer valued adapted processes and refraction period…

2011-12-12abs ↗pdf ↗

Study of coloured invariants of torus knots using W\mathcal{W} algebras.

problem Understanding coloured invariants of torus knots T(p,p)T(p,p').
method Representation theory of principal affine W\mathcal{W} algebras and asymptotic weight multiplicities.
result Limits of renormalized invariants are equal to characters of W\mathcal{W} algebra modules.

The study finds a continuous map achieving minmax area under Legendrian constraints.

problem Finding minmax areas under Legendrian constraints in 5D Sasakian manifolds.
method Continuous conformal Legendrian map with bounded multiplicity satisfying a weak Hamiltonian Minimal Equation.
result Continuous map achieving minmax area with bounded multiplicity.