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

4148281,2411,655 · Jun 202019922001200920172026
48 results for state sum models

The paper characterizes boundaries in Turaev-Viro TQFTs and Dijkgraaf-Witten theories.

problem Characterizing boundaries in Turaev-Viro TQFTs and Dijkgraaf-Witten theories.
method Identifying explicit boundary locality conditions and proving consistency with state sum models.
result Turaev-Viro and Dijkgraaf-Witten theories with boundary defects admit a state sum description.

This work studies the problem of stochastic dynamic filtering and state propagation with complex beliefs. The main contribution is GP-SUM, a filtering algorithm tailored to dynamic systems and observation models expressed as Gaussian Processes (GP), and to states represented as a weighted sum of Gaussians. The key attr…

2017-09-23abs ↗pdf ↗

We develop a dimer model for the Alexander polynomial of a knot. This recovers Kauffman's state sum model for the Alexander polynomial using the language of dimers. By providing some additional structure we are able to extend this model to give a state sum formula for the twisted Alexander polynomial of a knot dependin…

2010-10-25abs ↗pdf ↗

In this paper, we calculate the values of the E6E_6 state sum invariants for the lens spaces L(p,q)L(p,q). In particular, we show that the values of the invariants are determined by pmod12p \mod 12 and qmod(p,12)q \mod (p,12). As a corollary, we show that the E6E_6 state sum is a homotopy invariant for the oriented lens spaces.

2014-03-14abs ↗pdf ↗

We develop a diagrammatic formalism for calculating the Alexander polynomial of the closure of a braid as a state-sum. Our main tools are the Markov trace formulas for the HOMFLY-PT polynomial and Young's semi-normal representations of the Iwahori-Hecke algebras of type A.

2010-02-25abs ↗pdf ↗

We present state sums for quantum link invariants arising from the representation theory of Uq(glNM)U_q(\mathfrak{gl}_{N|M}). We investigate the case of the NN-th exterior power of the standard representation of Uq(glN1)U_q(\mathfrak{gl}_{N|1}) and explicit the relation with Kashaev invariants.

2019-09-05abs ↗pdf ↗

SPTN uses invertible transformations to improve sum-product networks.

problem Improving inference efficiency and tractability in sum-product networks.
method Integrates invertible transformations into sum-product networks (SPNs).
result SPTNs with Gaussian leaves and affine transformations are as tractable as SPNs.

Homology and cohomology theory for topological quandles computed.

problem Computing invariants for knot diagrams using quandle cocycles.
method Introducing homology and cohomology theory for topological quandles, studying their relation to quandle groups, and using topological quandle cocycles to compute state sum invariants.
result State sum invariants computed using topological quandle cocycles.

In this paper we define a new state sum based on the regions defined by tangles on a surface which is an oriented closed surface with a finite number of open holes drilled. From this state sum we obtain an invariant of regular isotopy for the tangles named uu-invariant. The values of the uu-invariant are in $\mathbb{…

2012-11-02abs ↗pdf ↗

In this paper, we characterize the sigma-adequacy of a link diagram in two ways: in terms of a certain edge subset of its Tait graph and in terms of a certain product of Tutte polynomials. Furthermore, we show that the symmetrized Tutte polynomial of the Tait graph of a link diagram can be written as a sum of these pro…

2016-07-14abs ↗pdf ↗

The paper constructs quantum invariants for knotoid diagrams.

problem Quantum invariants for knotoid diagrams in R2\mathbb{R}^2.
method Decompose Morse knotoid diagrams into basic elementary diagrams, each associated with a matrix solving the quantum Yang-Baxter equation. Define quantum state sum models to recover various polynomials.
result Recover and define new polynomials for Morse knotoids.

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 prove that if two Tambara-Yamagami categories TY(A,χ,ν) and TY(A',χ',ν') give rise to the same state sum invariants of 3-manifolds and the order of one of the groups A, A' is odd, then ν=ν' and there is a group isomorphism A\approx A' carrying χto χ'. The proof is based on an explicit computation of the state sum in…

2010-09-09abs ↗pdf ↗

ELBO converges to a sum of entropies for many generative models.

problem Understanding the convergence of variational lower bounds in unsupervised learning.
method Analyzing the ELBO for a broad class of generative models, showing it equals a sum of entropies.
result The ELBO is equal to a sum of entropies at stationary points for many generative models.

We describe the Polyak-Viro arrow diagram formulas for the coefficients of the Conway polynomial. As a consequence, we obtain the Conway polynomial as a state sum over some subsets of the crossings of the knot diagram. It turns out to be a simplification of a special case of Jaeger's state model for the HOMFLY polynomi…

2008-10-17abs ↗pdf ↗

F. Jaeger presented the two-variable Kauffman polynomial of an unoriented link L as a weighted sum of HOMFLY-PT polynomials of oriented links associated with L. Murakami, Ohtsuki and Yamada (MOY) used planar graphs and a recursive evaluation of these graphs to construct a state model for the sl(n)-link invariant (a one…

2013-04-17abs ↗pdf ↗

We introduce and discuss a nonlinear kinetic equation of Boltzmann type which describes the evolution of wealth in a pure gambling process, where the entire sum of wealths of two agents is up for gambling, and randomly shared between the agents. For this equation the analytical form of the steady states is found for va…

2010-02-19abs ↗pdf ↗

Bayesian method synthesizes barrier certificates for unknown systems with latent states.

problem Certifying safety in systems with unknown dynamics and latent states.
method Bayesian inference with Metropolis-Hastings sampler and sum-of-squares program.
result Probabilistic validity of barrier certificates for unknown systems.

Model-free learning for multi-agent stochastic games is an active area of research. Existing reinforcement learning algorithms, however, are often restricted to zero-sum games, and are applicable only in small state-action spaces or other simplified settings. Here, we develop a new data efficient Deep-Q-learning method…

2019-04-23abs ↗pdf ↗

New algorithm finds near-optimal policies efficiently in zero-sum games.

problem Lack of provable efficiency guarantees for policy optimization in zero-sum games.
method Policy optimization algorithm with function approximation.
result Proves efficient convergence to near-optimal policies with polynomial samples and iterations.

Paper proposes a faster SPIDER-EM variant for large-scale nonconvex optimization.

problem High computational cost of EM algorithm in large-scale learning.
method Extension of SPIDER-EM for nonconvex finite-sum optimization problems.
result Achieves state-of-the-art complexity bounds and linear convergence under certain conditions.

A new method extracts features from time series data using iterated sums and improves classification accuracy.

problem Time series classification challenges.
method Feature extraction using iterated-sums signature (ISS) followed by a linear classifier.
result Competitive with state-of-the-art methods on UCR archive.

This paper develops a Hoeffding inequality for the partial sums k=1nf(Xk)\sum_{k=1}^n f (X_k), where {Xk}kZ>0\{X_k\}_{k \in \mathbb{Z}_{> 0}} is an irreducible Markov chain on a finite state space SS, and f:S[a,b]f : S \to [a, b] is a real-valued function. Our bound is simple, general, since it only assumes irreducibility and finiteness…

2020-01-05abs ↗pdf ↗