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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.

169,181 papers · 148 categories

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48 results for combinatorial paths

The paper identifies network bottlenecks using minimax paths in stochastic networks.

problem Identifying bottlenecks in networks with stochastic weights.
method Modeling as combinatorial semi-bandit problem, applying combinatorial Thompson Sampling, and approximating the original objective due to computational intractability.
result Established an upper bound on Bayesian regret and evaluated Thompson Sampling performance on real-world networks.

Following the work of Cano and Diaz, we consider a continuous analog of lattice path enumeration. This allows us to define a continuous version of any discrete object that counts certain types of lattice paths. We define continuous versions of binomials and multinomials, and describe some identities and partial differe…

2017-07-06abs ↗pdf ↗

Combinatorial transgressions are secondary invariants of a space admitting triangulations. They arise from subdivisions and are analogous to transgressive forms such as those arising in Chern-Weil theory. Unlike combinatorial characteristic classes, combinatorial transgressions have not been previously studied. First, …

2008-06-02abs ↗pdf ↗

Floer constructs homology from flow lines in generalized dynamical systems and combinatorial vector fields.

problem Computing homology in discrete and smooth dynamical systems.
method Counting flow lines between orbits and critical points.
result Directly recovers Z2\mathbb{Z}_2 homology from flow lines.

Constructs a path integral for fermionic SPTs, solving anomalies in 2+1D topological orders.

problem Anomalies in (2+1)D fermionic topological phases and their computation.
method Combining (2+1)D fermionic topological order with symmetry fractionalization data to construct a (3+1)D path integral.
result Reproduces the Z16\mathbb{Z}_{16} anomaly indicator for time-reversal symmetric topological superconductors.

We propose combinatorial cascading bandits, a class of partial monitoring problems where at each step a learning agent chooses a tuple of ground items subject to constraints and receives a reward if and only if the weights of all chosen items are one. The weights of the items are binary, stochastic, and drawn independe…

2015-07-15abs ↗pdf ↗

The paper proves a conjecture about the dimensions of centralizer algebras related to quantum super-algebras.

problem Proving a conjecture about the dimensions of centralizer algebras.
method Using combinatorial paths in a planar lattice, the authors describe the intertwiner spaces and provide a matrix unit basis.
result The conjecture about the dimensions of centralizer algebras LGnLG_n is proven.

It can be conjectured that the colored Jones function of a knot can be computed in terms of counting paths on the graph of a planar projection of a knot. On the combinatorial level, the colored Jones function can be replaced by its weight system. We give two curious formulas for the weight system of a colored Jones fun…

2002-03-01abs ↗pdf ↗

We introduce a number of new tools for the study of relatively hyperbolic groups. First, given a relatively hyperbolic group G, we construct a nice combinatorial Gromov hyperbolic model space acted on properly by G, which reflects the relative hyperbolicity of G in many natural ways. Second, we construct two useful bic…

2006-01-13abs ↗pdf ↗

New method uses hyperbolic space for faster phylogenetic tree inference.

problem Inefficient Euclidean-based phylogenetic inference in high dimensions.
method Developed novel hyperbolic extensions of sequential search algorithms and variational inference methods.
result Improved speed, scalability and performance in phylogenetic inference.

Single-Path NAS designs efficient ConvNets for mobile devices in hours.

problem Designing efficient ConvNets for mobile devices under latency constraints.
method Single-Path NAS, a differentiable method that reduces search cost and inference time.
result Achieves state-of-the-art accuracy on ImageNet with 79ms inference latency.

Algorithm identifies best arm in combinatorial bandits with semi-bandit feedback.

problem Identifying the best arm in combinatorial bandits with semi-bandit feedback.
method Interpreted as a sequential zero-sum game, developed a CombGame meta-algorithm with finite time guarantees.
result First computationally efficient algorithm that is asymptotically optimal and has competitive empirical performance.

Efficient routing algorithms learn from feedback to minimize path lengths.

problem Optimizing online shortest path routing with end-to-end feedback.
method Adaptive exploration algorithms leveraging networked structure.
result Achieves nearly optimal instance-dependent and worst-case regret for directed acyclic networks.

For a Legendrian knot L in R^3 with a chosen Morse complex sequence (MCS) we construct a differential graded algebra (DGA) whose differential counts "chord paths" in the front projection of L. The definition of the DGA is motivated by considering Morse-theoretic data from generating families. In particular, when the MC…

2011-06-16abs ↗pdf ↗

The paper offers efficient algorithms for combinatorial and linear bandits using empirical process theory.

problem Optimal algorithms for combinatorial and linear bandits with practical sample complexity.
method Empirical process theory, Gaussian-width, minimizing experimental design objective.
result Sample complexity matches lower bounds, especially for combinatorial classes.

We prove several combinatorial results on path algebras over discrete structures related to directed graphs. These results are motivated by Morse theory on a manifold with boundary and, more generally, by Floer theory on a configuration space with boundary. Their purpose is to organize cobordism relationships among mod…

2012-12-28abs ↗pdf ↗

The aim of this paper is to develop a refinement of Forman's discrete Morse theory. To an acyclic partial matching μμ on a finite regular CW complex XX, Forman introduced a discrete analogue of gradient flows. Although Forman's gradient flow has been proved to be useful in practical computations of homology groups, i…

2016-12-26abs ↗pdf ↗

Study loop ensembles on graphs, linking group theory and topology.

problem Understanding loop homotopy classes and homologies on graphs.
method Determined distributions of loop homotopy classes and homologies using the lower central series of the fundamental group.
result Distributions of loop homotopy classes and homologies defined by the lower central series of the fundamental group.

Single-Path NAS reduces NAS search cost to 3 hours, achieving state-of-the-art mobile image classification.

problem Efficiently automate ConvNet design under mobile latency constraints.
method Single-Path NAS, using one single-path ConvNet with shared parameters.
result Achieves state-of-the-art top-1 ImageNet accuracy (75.62%) in 8 epochs (24 TPU-hours).

Study on reward poisoning attacks on CMAB, revealing attackability depends on adversary's knowledge.

problem Reward poisoning attacks on Combinatorial Multi-Armed Bandits (CMAB).
method Provided a sufficient and necessary condition for attackability, devised an attack algorithm.
result Attackability of CMAB depends on adversary's knowledge of the bandit instance.

Topology of the Generic Hamiltonian Dynamical Systems on the Riemann Surfaces given by the real part of the generic holomorphic 1-forms, is studied. Our approach is based on the notion of Transversal Canonical Basis of Cycles (TCB). This approach allows us to present a convenient combinatorial model of the whole topolo…

2005-05-16abs ↗pdf ↗

A number of modern learning tasks involve estimation from heterogeneous information sources. This includes classification with labeled and unlabeled data as well as other problems with analogous structure such as competitive (game theoretic) problems. The associated estimation problems can be typically reduced to solvi…

2012-12-12abs ↗pdf ↗

We consider a nonlinear extension of the generalized network flow model, with the flow leaving an arc being an increasing concave function of the flow entering it, as proposed by Truemper and Shigeno. We give a polynomial time combinatorial algorithm for solving corresponding flow maximization problems, finding an epsi…

2011-09-18abs ↗pdf ↗

The paper extends game theory using Hodge theory on graphs.

problem Generalizing Shapley's value allocation formula for cooperative games on graphs.
method Connecting stochastic path integrals to Hodge-theoretic Poisson's equations on graphs.
result The value allocation operator is the solution to Poisson's equation in combinatorial Hodge theory.

This paper tackles robust submodular minimization for image segmentation and correspondence.

problem Robust submodular minimization for image segmentation and correspondence.
method Constrained submodular minimization with scalable approximation algorithms for various combinatorial constraints.
result First work on robust submodular minimization under broad combinatorial constraints.

Unified framework for robust submodular optimization with various constraints.

problem Robust optimization in machine learning applications.
method Unified framework for minimization and maximization under combinatorial constraints.
result Scalable approximation algorithms for various submodular optimization problems.

The shape of homogeneous, generic, smooth convex bodies as described by the Euclidean distance with nondegenerate critical points, measured from the center of mass represents a rather restricted class M_C of Morse-Smale functions on S^2. Here we show that even M_C exhibits the complexity known for general Morse-Smale f…

2012-04-24abs ↗pdf ↗

The paper estimates Betti numbers for graphs with specific curvatures, proving bounds and characterizing rigidity.

problem Estimating Betti numbers for graphs with non-negative curvatures.
method Establishing Betti number estimates for graphs with non-negative Ollivier and Bakry-Émery curvatures.
result Upper bounds on the first Betti number for graphs with non-negative curvatures, with characterizations of rigidity.

Adapting neural networks to guide program optimization for better classifiers.

problem Learning differentiable programs with complex architectures.
method Formulating program optimization as a graph search problem, using neural networks as heuristic relaxations.
result Trained neural networks can guide combinatorial search for programmatic classifiers, improving accuracy and interpretability.

The paper studies combinatorics of injective words in the context of Temperley-Lieb algebras.

problem Combinatorial properties of injective words in the context of Temperley-Lieb algebras.
method Investigation of a chain complex of modules over the Temperley-Lieb algebra, focusing on Euler characteristic, homology modules, and Jacobsthal numbers.
result The Euler characteristic of the complex is the n-th Fine number, and the top-dimensional homology module is decomposed in terms of standard Young tableaux.

Efficiently reduces training and inference costs by dynamically selecting important channels.

problem Reducing memory and computational demands for neural network training and inference.
method Integrates pruning into training by selecting only highly salient channels for execution, using combinatorial upper confidence bound algorithm.
result Reduces computational cost up to 4x and parameter count up to 9x.

Knot Theory is currently a very broad field. Even a long survey can only cover a narrow area. Here we concentrate on the path from Goeritz matrices to quasi-alternating links. On the way, we often stray from the main road and tell related stories, especially if they allow as to place the main topic in a historical cont…

2009-09-06abs ↗pdf ↗