Paper introduces a new test for conditional independence using weighted partial copulas.
problem Testing conditional independence between variables.
method The approach uses a weighted partial copula function and a bootstrap procedure to compute regions of rejection.
result The proposed test has competitive power compared to existing methods.
New method solves PDEs for any initial condition without retraining.
problem Solving PDEs for different initial conditions requires retraining neural solvers.
method Formulate solution as conditional probability distribution.
result Approximates PDE solution for arbitrary initial conditions.
Study cohomologies of complex manifolds with symplectic forms and their stability.
problem Analyzing cohomologies of complex manifolds with symplectic forms.
method Investigate the Hard Lefschetz Condition on Dolbeault cohomology groups using a double complex.
result Stability of the ∂∂Λ-Lemma under small deformations of ω but not under complex structure. We study the Obata equation with Robin boundary condition ∂ν∂f+af=0 on manifolds with boundary, where a∈R∖{0}. Dirichlet and Neumann boundary conditions were previously studied by Reilly \cite{R}, Escobar \cite{Es} and Xia \cite{X}. Compared with their results, the si…
Proposes a new GAN architecture for generating data conditioned on partial information.
problem Generating data conditioned on partial ancillary information.
method Introduces a new Adversarial Network architecture and training strategy.
result The proposed method outperforms standard Conditional GANs in generating data under partial conditioning.
Proposes a new Armijo's condition for general functions and provides an algorithm for its application.
problem Finding suitable step sizes for general functions in optimization.
method Introduces a coordinate-wise Armijo's condition and provides an algorithm to find suitable step sizes.
result Proves convergent results for various functions using the proposed algorithm.
The paper tackles partial inference in structured prediction using a convex optimization approach.
problem Maximizing a score function with unary and pairwise potentials in graph label spaces.
method Generative model approach with two-stage convex optimization for label recovery.
result Conditions for recovering a majority of labels with provable guarantees.
Research on mixed polynomials, extending non-degeneracy concepts to complex variables.
problem Extending non-degeneracy concepts to mixed polynomials in complex variables.
method Generalization of Mondal's partial non-degeneracy to mixed polynomials, introducing new concepts and proving properties.
result Strong partial non-degeneracy implies isolated singularities, and mixed polynomials that are strongly inner non-degenerate satisfy the strong Milnor condition.
The paper explores partial identifiability in nonnegative matrix factorization under specific conditions.
problem Identifying specific columns of the matrices in nonnegative matrix factorization.
method Mathematical rigor and geometric interpretation to analyze partial identifiability of columns in nonnegative matrix factorization.
result The partial uniqueness of a single column of C or S can be guaranteed under certain sparsity and algebraic conditions. On a compact manifold Mn (n≥3) with boundary, we study the asymptotic behavior as ε tends to zero of solutions uε:M→C to the equation Δuε+ε−2(1−∣uε∣2)uε=0 with the boundary condition ∂νuε=0 on ∂M. Assuming an energy upper bound on the solutions and a…
The paper derives risk measures for metalog distributions.
problem Deriving risk measures for metalog distributions.
method Closed-form expressions for Conditional Value at Risk and first-order partial moments.
result First-order partial moments are convex with respect to metalog parameters.
Let z=(x,y) be coordinates for the product space Rm1×Rm2. Let f:Rm1×Rm2→R be a C1 function, and ∇f=(∂xf,∂yf) its gradient. Fix 0<α<1. For a point (x,y)∈Rm1×Rm2, …
The paper explores conditions for positive scalar curvature on manifolds with boundaries and their doubles.
problem Conditions for positive scalar curvature on manifolds with boundaries and their doubles.
method Analyzes the relationship between boundary conditions and positive scalar curvature metrics on manifolds and their doubles.
result Provides conditions for positive scalar curvature metrics on manifolds with boundaries and their doubles.
Study proves a sharp upper bound for the zero set area of a static manifold's potential.
problem Proving a sharp upper bound for the zero set area of a static manifold's potential.
method Proved a rigidity theorem for the Euclidean closed unit ball in R^3.
result Sharp upper bound for the area of the zero set of the potential.
CPPO learns policies from partial offline data in MDPs with structural assumptions.
problem Offline Reinforcement Learning with partial coverage assumption.
method Constrained Pessimistic Policy Optimization (CPPO) using a function class and model class constraint.
result CPPO achieves PAC guarantee with partial coverage, learning competitive policies.
Paper constructs new non-Anosov Partially Hyperbolic Geodesic flows using conformal deformations.
problem Creating new non-Anosov Partially Hyperbolic Geodesic flows.
method Using conformal deformations to produce examples of partially hyperbolic geodesic flows.
result Proves ergodicity for the Liouville measure and uniqueness of the measure of maximal entropy.
The paper studies curvature conditions on manifolds with boundary.
problem Curvature preservation on manifolds with smooth boundaries.
method Constructing a family of metrics that agree with given metrics on the boundary and interior.
result Deforming metrics to ones with totally geodesic boundary while preserving curvature conditions.
Paper identifies and estimates CAPCEs in continuous treatment settings.
problem Estimating heterogeneous causal effects of continuous treatments.
method Instrumental variable approach to identify CAPCEs under weaker conditions.
result Developed three families of CAPCE estimators with statistical properties analyzed.
In this paper, we study inextensible flows of partially null and pseudo null curves in E_1^4. We give neccessary and sufficent conditions for inextensible flows of partially null and pseudo null curves in E_1^4
Study space-like surfaces in Robertson-Walker spacetimes with specific geometric conditions.
problem Characterize space-like surfaces in Robertson-Walker spacetimes with given geometric conditions.
method Investigate surfaces satisfying specific conditions on tangential and normal parts of the unit vector field, using shape operators and minimal surfaces.
result Classification theorem and parametrizations of space-like class A surfaces in L14(f,0). The first cohomology of Poisson algebras is described and conditions for its vanishing are established.
problem Understanding the first cohomology of Poisson algebras.
method Description and mapping of first cohomology to intrinsic cohomologies of Poisson submanifolds, formulation of vanishing conditions.
result Necessary and sufficient conditions for the vanishing of the first cohomology of infinitesimal Poisson algebras are derived.
Let M be a Riemannian manifold with a smooth boundary. The main question we address in this article is: "When is the Laplace-Beltrami operator Δ:Hk+1(M)∩H01(M)→Hk−1(M), k∈N0, invertible?" We consider also the case of mixed boundary conditions. The study of this main question lea…
This paper advances sample-efficient learning for partially observable RL by introducing B-stability and new algorithms.
problem Hard sample complexity for learning near-optimal policies in partially observable RL.
method Proposes B-stability as a unified structural condition and develops new algorithms for sample-efficient learning.
result Any B-stable PSR can be learned with polynomial samples, improving over current best complexities.
In this paper, we discuss the following conjecture raised by Baum-Douglas: For any first-order elliptic differential operator D on smooth manifold M with boundary $\p M$, D possesses an elliptic boundary condition if and only if ∂[D] = 0 in K1(∂M), where [D] is the relative K-cycle in $K_…
In this work, we develop a study involving some nonlinear partial differential equations on spheres and hemispheres, with the zero Neumann boundary condition, which are so-called Brezis-Nirenberg type problems, and we give conditions on which such equations have only constant solutions. We also extend these results for…
The paper solves a conjecture on almost complex 4-manifolds using refined Dolbeault cohomology.
problem Proving a condition for almost complex 4-manifolds to be symplectic or almost Kähler.
method Defining refined Dolbeault cohomology and proving conditions equivalent to known results.
result The condition ildeh1,0=ildeh0,1 is equivalent to a generalized ∂∂ˉ-lemma on almost complex 4-manifolds. We describe the (α,β)-metrics whose the T-tensor vanishes (T-condition) and the (α,β)-metrics that satisfy the σT-condition σhTijkh=0, where σh=∂xh∂σ and σ is a smooth function on M. These classes have already been obtained by Z. Shen and G. S. Asanov in a completely di…
The paper studies holomorphic Poisson manifolds and their deformations under specific cohomology conditions.
problem Understanding deformations of holomorphic Poisson manifolds under certain cohomological assumptions.
method Investigates properties of Koszul-Brylinski homology and Dolbeault cohomology, proving formality of a DGLA.
result The DGLA is shown to be formal, and Maurer-Cartan elements induce complex structure deformations.
Solves a problem in Riemannian geometry for scalar-flat metrics with boundary conditions.
problem Finding a conformal metric with zero scalar curvature and prescribed boundary mean curvature.
method Construction of local test functions to resolve open cases and establish new solvability conditions.
result Established new solvability conditions for the problem.
The paper proves conditions for positive scalar curvature and Yamabe constant on noncompact cylinders.
problem Conditions for positive scalar curvature and Yamabe constant on noncompact cylinders.
method Analyzes complete metrics with positive scalar curvature and Yamabe constant on noncompact cylinders.
result Positive scalar curvature and Yamabe constant conditions are satisfied under specific geometric and conformal class constraints.
Let M be Hadamard manifold with sectional curvature KM≤−k2, k>0. Denote by ∂∞M the asymptotic boundary of M. We say that M satisfies the strict convexity condition (SC condition) if, given x∈∂∞M and a relatively open subset W⊂∂∞M containing $…
The intrinsic geometric properties of generalized Darboux-Manakov-Zakharov systems of semilinear partial differential equations \label{GDMZabstract} \frac{\partial^2 u}{\partial x_i\partial x_j}=f_{ij}\Big(x_k,u,\frac{\partial u}{\partial x_l}\Big), 1\leq i<j\leq n, k,l\in\{1,...,n\} for a real-valued function $u(x_1,.…
We study the positivity properties of Hermitian (or even Finsler) holomorphic vector bundles in terms of Lp-estimates of ∂ˉ and Lp-extensions of holomorphic objects. To this end, we introduce four conditions, called the optimal Lp-estimate condition, the multiple coarse Lp-estimate condition, th…
We consider a general family of curves Γ on a compact oriented Finsler surface (M,F) with boundary ∂M. Let φ∈C∞(M) and ω a smooth 1-form on M. We show that ∫γ(t){φ(γ(t))+ωγ(t)(γ˙(t))}dt=0 holds for every γ∈Γ whose endpoints belong to ∂M, $γ(a)…
It is still an open problem that a complete open Kahler manifold with positive bisectional curvature is Stein. This paper partially resolve the problem by putting a restriction to volume growth condition. The partial solution here improves the observation in ([8], page 341). The improvement is based on assuming a weake…
The study examines curvature conditions on a cylinder and its boundary.
problem Conditions for positive scalar curvature on a cylinder and its boundary.
method Analyzes metrics with specific curvature properties on a compact cylinder.
result If a cylinder has a metric with positive scalar curvature and nonnegative mean curvature on the boundary, it can be modified to have a metric with positive scalar curvature on the boundary.
The paper develops methods to estimate POMDPs from partial information.
problem Making decisions under partial information about state variables.
method Structural estimation of POMDP primitives using observable history.
result Conditions for model identifiability without state dynamics knowledge.
Suppose G is a compact Lie group, H is a closed subgroup of G, and the homogeneous space G/H is connected. The paper investigates the Ricci flow on a manifold M diffeomorphic to [0,1]×G/H. First, we prove a short-time existence and uniqueness theorem for a G-invariant solution g(t) satisfying the …
Identifies causal effects in partially directed acyclic graphs with observed variables.
problem Identifying conditional causal effects in graphs with background knowledge and observed variables.
method Three results: identification formula, do calculus generalization, and algorithm completeness.
result Complete algorithm for identifying conditional effects in MPDAGs.
RL struggles with generalization due to implicit partial observability.
problem Generalization in RL is difficult due to implicit partial observability.
method Re-cast RL problem as solving epistemic POMDPs and propose ensemble-based techniques.
result Simple ensemble-based technique achieves significant generalization gains.
A Hermitian metric on a complex manifold of complex dimension n is called {\em astheno-Kähler} if its fundamental 2-form F satisfies the condition ∂∂Fn−2=0. If n=3, then the metric is {\em strong KT}, i.e. F is ∂∂-closed. By using blow-ups and the …
We establish sharp regularity and Fredholm theorems for the \bar{\partial}_b-Neumann problem on domains satisfying some non-generic geometric conditions. We use these domains to construct explicit examples of bad behaviour of the Kohn Laplacian: it is not always hypoelliptic up to the boundary, its partial inverse is n…
Warped products over one-dimensional base spaces satisfy curvature-dimension condition under specific conditions.
problem Proving the Riemannian curvature-dimension condition for warped products.
method Analyzing the function f and conditions on the base space and fiber.
result The Riemannian curvature-dimension condition is valid under specific constraints.
Paper defines dynamical coherence for flows and proves it under specific conditions.
problem Understanding the dynamics of partially hyperbolic flows.
method Introduces dynamical coherence and proves it for flows with a specific foliation.
result Dynamical coherence proved for flows with a particular foliation.
We develop a spinorial description of CR structures of arbitrary codimension. More precisely, we characterize almost CR structures of arbitrary codimension on (Riemannian) manifolds by the existence of a Spinc,r structure carrying a partially pure spinor field. We study various integrability conditions of the alm…
In this paper, we investigate an equivariant homeomorphism of the boundaries ∂X and ∂Y of two proper CAT(0) spaces X and Y on which a CAT(0) group G acts geometrically. We provide a sufficient condition to obtain a G-equivariant homeomorphism of the two boundaries ∂X and $\partial …
Partial recovery of node mappings between correlated graphs is possible under specific conditions.
problem Recovering a one-to-one mapping between nodes of two correlated graphs with a fraction of correct matches.
method Analyzing the graph isomorphism problem as a noisy version, considering Erdős-Rényi graphs, and providing conditions for partial recovery.
result Necessary and sufficient conditions for partial recovery of node mappings in correlated graphs are given.
New geometric conditions ensure compactness of ∂ˉ-Neumann problem.
problem Compactness of ∂ˉ-Neumann operator on specific domains. method Introduced new geometric conditions for a class of domains, proving compactness equivalence to boundary properties.
result Compactness of ∂ˉ-Neumann operator equivalent to boundary lack of analytic varieties.