arXiv research

Warped DLMs improve forecasting for count time series.

DLM-One speeds up language generation by 500x with continuous models.

The paper improves sparse Gaussian processes by optimizing predictive loss.

Unified continuous diffusion model outperforms discrete alternatives in scalability and quality.

DLM for BNNs fails to improve over ELBO optimization.

Dynamic linear models improve travel time prediction for congested freeways.

Learning new representations of input observations in machine learning is often tackled using a factorization of the data. For many such problems, including sparse coding and matrix completion, learning these factorizations can be difficult, in terms of efficiency and to guarantee that the solution is a global minimum.…

New RL algorithm GDPO improves DLM reasoning efficiency.

Entropy-based decoding improves DLM sampling efficiency.

New method adapts DLMs to intrinsic data dependence without prior knowledge.

Fenrir efficiently estimates Bayesian MLN-DLMs for scalable inference.

Bayesian model improves asset price forecasting using realized volatility.

Study forecasts stock returns on JSE using SGDLMs capturing cross-series dependencies.

Clustering in high-dimensional spaces is nowadays a recurrent problem in many scientific domains but remains a difficult task from both the clustering accuracy and the result understanding points of view. This paper presents a discriminative latent mixture (DLM) model which fits the data in a latent orthonormal discrim…

Improved text-to-image and multimodal understanding through adaptive generation order optimization.

Characterizes warping functions in Einstein Poisson warped spaces.

The paper examines Einstein doubly warped product manifolds with a semi-symmetric metric connection.

Generalizes warped product submersion to conformal case.

The paper explores geometric properties of Riemannian warped product maps and their curvature.

Study shows how certain metrics can be split into warped products.

The goal of dynamic time warping is to transform or warp time in order to approximately align two signals together. We pose the choice of warping function as an optimization problem with several terms in the objective. The first term measures the misalignment of the time-warped signals. Two additional regularization te…

The paper proves rigidity for submanifolds in warped product manifolds.

Study on warped product Yamabe solitons with constant fiber curvature.

The warping matrix has been defined for knot projections and knot diagrams by using warping degrees. In particular, the warping matrix of a knot diagram represents the knot diagram uniquely. In this paper we show that the rank of the warping matrix is one greater than the crossing number. We also discuss the linearly i…

The paper explores warped-like product metrics with exceptional holonomy groups.

We prove that complete warped product Einstein metrics with isometric bases, simply connected space form fibers, and the same Ricci curvature and dimension are isometric. In the compact case we also prove that the warping functions must be the same up to scaling, while in the non-compact case there are simple examples …

This paper finds all prime alternating knots with minimal warping degree two.

Warped product affects divergences in information geometry.

Study properties of bi-warped product submanifolds in specific geometric spaces.

Study new warped metrics with vanishing Douglas curvature.

New rigidity found for 3D warped product domains.

The paper modifies a warped product space to find conditions for constant height functions.

Paper defines and studies Clairaut warped product Riemannian maps.

Study Einstein warped products with Einstein base and fiber.

Conditions for flat 3-manifolds with diagonal metrics are identified.

The warped product $N_1\times_f N_2$ of two Riemannian manifolds $(N_1,g_1)$ and $(N_2,g_2)$ is the product manifold $N_1\times N_2$ equipped with the warped product metric $g=g_1+f^2 g_2$, where $f$ is a positive function on $N_1$. Warped products play very important roles in differential geometry as well as in physic…

In this paper, we generalize the geometry of the product pseudo-Riemannian manifold equipped with the product Poisson structure (\cite{Nas2}) to the geometry of a warped product of pseudo-Riemannian manifolds equipped with a warped Poisson structure. We construct three bivector fields on a product manifold and show tha…

Characterizes and examines gradient solitons on doubly warped product manifolds.

In this paper we study fundamental geometric properties of doubly warped product immersion which is an extension of warped product immersion. Moreover, we study geometric inequality for doubly warped products isometrically immersed in arbitrary Riemannian manifolds.

In this paper we study the space of solutions to an overdetermined linear system involving the Hessian of functions. We show that if the solution space has dimension greater than one, then the underlying manifold has a very rigid warped product structure. We obtain a uniqueness result for prescribing the Ricci curvatur…

We derive one unified formula for Ricci curvature tensor on arbitrary warped product manifold by introducing a new notation for the lift vector and the Levi-Civita connection.This formula is helpful to further consider Ricci flow (RF) and hyperbolic geometric flow (HGF) and evolution equations on warped product manifol…

In this paper, we study the Einstein warped products and multiply warped products with a quarter-symmetric connection. We also study warped products and multiply warped products with a quarter-symmetric connection with constant scalar curvature. Then apply our results to generalized Robertson-Walker spacetimes with a q…

The study finds lower bounds for the warping degree of a knot projection.

In this paper we study the warped product submanifolds of a Lorentzian paracosymplectic manifold and obtain some nonexistence results. We show that a warped product semi-invariant submanifold in the form {$M=M_{T}\times_{f}M_{\bot}$} of Lorentzian paracosymplectic manifold such that the characteristic vector field is n…

Estimates heights of special surfaces in warped products.

In this paper, we introduce horizontal and vertical warped product Finsler manifold. We prove that every C-reducible or proper Berwaldian doubly warped product Finsler manifold is Riemannian. Then, we find the relation between Riemmanian curvatures of doubly warped product Finsler manifold and its components, and consi…

Paper defines new submanifolds in Kaehler manifolds.

In this paper most of the classes of G2-structures with Einstein induced metric of negative, null or positive scalar curvature are realized. This is carried out by means of warped G2-structures with fiber an Einstein SU(3) manifold. The torsion forms of any warped G2-structure are explicitly described in terms of the t…