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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.

168,695 papers · 148 categories

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68136204272 · Jun 202019922001200920172026
48 results for action embeddings

Study on embedding surfaces into 3-manifolds, focusing on equivariant cases.

problem Embedding hyperbolic surfaces into hyperbolic 3-manifolds with specific symmetries.
method Examined orientation-preserving and orientation-reversing actions on surfaces, including nonorientable ones.
result Found conditions for equivariant embeddings of hyperbolic surfaces into hyperbolic 3-manifolds.

Geodesic surfaces embed into hyperbolic 3-manifolds for all finite group actions.

problem Embedding geodesic surfaces into hyperbolic 3-manifolds.
method Analyzing finite group actions on surfaces and proving geodesic embeddings for all irreducible cases.
result All quasiplatonic surfaces embed geodesically into hyperbolic 3-manifolds.

CAEL-MIPS learns embeddings to improve MIPS for better OPE in contextual bandits.

problem High variance in IPS weighting for OPE in large action spaces.
method Context-Action Embedding Learning (CAEL) for MIPS to minimize MSE.
result CAEL-MIPS outperforms baselines in MSE for OPE in contextual bandits.

In this paper we consider self-supervised representation learning to improve sample efficiency in reinforcement learning (RL). We propose a forward prediction objective for simultaneously learning embeddings of states and action sequences. These embeddings capture the structure of the environment's dynamics, enabling e…

2019-08-25abs ↗pdf ↗

New OPE estimator improves offline policy evaluation for large action spaces.

problem Existing OPE estimators fail with large action spaces, leading to extreme bias and variance.
method Proposes a new estimator using marginalized importance weights and action embeddings.
result Empirical performance improvement enables reliable OPE even with many actions.

Research explores the space-like embeddings in pseudo-hyperbolic space, finding geometric frames and actions.

problem Flat maximal space-like embeddings in pseudo-hyperbolic space.
method Description of Codazzi tensors, introduction of pseudo-Kähler metrics, Hamiltonian actions, moment maps, and geometric frames.
result Existence of two Hamiltonian actions with moment maps and geometric global Darboux frame.

Study of embedding spaces using homotopy theory and operads.

problem Understanding the stable homotopy type of embedding spaces.
method Analysis of cubes of framed configuration spaces, homotopy theory of presheaves, operadic structures.
result Induced action of the Poisson operad on the homology of configuration spaces is a homotopy invariant.

New submanifolds found in toric manifolds with specific actions.

problem Understanding submanifolds in toric manifolds with complex subtorus actions.
method Analyzing the closure of a complex subtorus in a toric manifold and its Hamiltonian action.
result The image of the moment map for the Hamiltonian subtorus action coincides with the image of the Delzant polytope.

We compare critical exponent for quasi-Fuchsian groups acting on the hyperbolic 3-space, H3\mathbb{H}^3, and on invariant disks embedded in H3\mathbb{H}^3. We give a rigidity theorem for all embedded surfaces when the action is Fuchsian and a rigidity theorem for negatively curved surfaces when the action is quasi-Fuch…

2015-10-12abs ↗pdf ↗

We address the following natural extension problem for group actions: Given a group GG, a subgroup HGH\le G, and an action of HH on a metric space, when is it possible to extend it to an action of the whole group GG on a (possibly different) metric space? When does such an extension preserve interesting properties o…

2017-03-08abs ↗pdf ↗

Local-to-global principle for Morse actions on symmetric spaces.

problem Recognizing Morse actions on symmetric spaces.
method Equivariant Morse quasiisometric embeddings of trees into symmetric spaces.
result Algorithmic recognizability of Morse actions and construction of Morse Schottky subgroups.

The paper provides bounds for embedding manifolds into Euclidean spaces with group actions.

problem Finding explicit bounds for embedding manifolds into Euclidean spaces with group actions.
method The paper provides upper and lower bounds for the dimension of the Euclidean space required for equivariant embeddings of manifolds into Euclidean spaces for finite group actions.
result Explicit bounds for the dimension of the Euclidean space required for equivariant embeddings of manifolds into Euclidean spaces for finite group actions.

We consider a compact CR manifold with a transversal CR locally free circle action endowed with a rigid positive CR line bundle. We prove that a certain weighted Fourier-Szegő kernel of the CR sections in the high tensor powers admits a full asymptotic expansion. As a consequence, we establish an equivariant Kodaira em…

2016-03-29abs ↗pdf ↗

EbC learns equivariant embeddings from unlabeled group actions.

problem Learning equivariant embeddings from unlabeled group actions.
method Equivariance by Contrast (EbC) method to learn equivariant embeddings from observation pairs (y,gy)(\mathbf{y}, g \cdot \mathbf{y}).
result High-fidelity equivariance in latent space for diverse groups.

Predictive State Representations (PSRs) are an expressive class of models for controlled stochastic processes. PSRs represent state as a set of predictions of future observable events. Because PSRs are defined entirely in terms of observable data, statistically consistent estimates of PSR parameters can be learned effi…

2013-09-26abs ↗pdf ↗

Let XX be a CR manifold with transversal, proper CR GG-action. We show that X/GX/G is a complex space such that the quotient map is a CR map. Moreover the quotient is universal, i.e. every invariant CR map into a complex manifold factorises uniquely over a holomorphic map on X/GX/G. We then use this result and complex …

2020-02-01abs ↗pdf ↗

We work in the smooth category. Let N be a closed connected n-manifold and assume that m>n+2. Denote by E^m(N) the set of embeddings N -> R^m up to isotopy. The group E^m(S^n) acts on E^m(N) by embedded connected sum of a manifold and a sphere. If E^m(S^n) is non-zero (which often happens for 2m<3n+4) then no results o…

2005-12-27abs ↗pdf ↗

The smoothing theory is revised to generalize to different disc embedding spaces.

problem Generalizing the smoothing theory to various disc embedding spaces.
method Revising the Morlet-Burghelea-Lashof-Kirby-Siebenmann theorem to apply to different versions of disc smooth embedding spaces.
result The delooping of disc embedding spaces is shown to be compatible with the Hatcher and Budney actions.

A new method estimates multi-dimensional value distributions using Hilbert space embeddings.

problem Estimating value distributions in complex, multi-dimensional reinforcement learning settings.
method Hilbert space mappings and kernel mean embeddings to estimate the kernel mean embedding of multi-dimensional value distributions.
result Uniform convergence guarantees and robust off-policy evaluation demonstrated in simulations.

We construct an example of an isometric action of F(a,b)F(a,b) on a δδ-hyperbolic graph YY, such that this action is acylindrical, purely loxodromic, has asymptotic translation lengths of nontrivial elements of F(a,b)F(a,b) separated away from 00, has quasiconvex orbits in YY, but such that the orbit map F(a,b)YF(a,b)\to Y is n…

2015-04-20abs ↗pdf ↗

Financial institutions use LSTM models to predict customer goals.

problem Predicting customer goals and actions in financial services.
method Used LSTM models with state-space graph embeddings on historical customer traces.
result Demonstrated the effectiveness of LSTM models in predicting customer goals and actions.

We prove a criterion for an isometric action of a Lie group on a Riemannian manifold to be polar. From this criterion, it follows that an action with a fixed point is polar if and only if the slice representation at the fixed point is polar and the section is the tangent space of an embedded totally geodesic submanifol…

2010-01-20abs ↗pdf ↗

Study of curves in rational surfaces using multisections and torus actions.

problem Understanding curves in rational surfaces using multisections and torus actions.
method Analysis of multisections of embedded surfaces in rational 4-manifolds with torus actions.
result Every smooth, complex curve in CP^1 × CP^1 can be put in efficient bridge position with respect to a genus one 4-section.

We work in the smooth category. If there are knotted embeddings S^n\to R^m, which often happens for 2m<3n+4, then no concrete complete description of embeddings of n-manifolds into R^m up to isotopy was known, except for disjoint unions of spheres. Let N be a closed connected orientable 3-manifold. Our main result is t…

2006-03-17abs ↗pdf ↗

We consider the canonical action of the compact torus T4T^4 on the Grassmann manifold G4,2G_{4,2} and prove that the orbit space G4,2/T4G_{4,2}/T^4 is homeomorphic to the sphere S5S^5. We prove that the induced differentiable structure on S5S^5 is not the smooth one and describe the smooth and the singular points. We also con…

2014-10-09abs ↗pdf ↗

Maximal representations are studied using tree embeddings and geodesic currents.

problem Maximal representations of surface groups in symplectic groups.
method Metric properties, geodesic currents, and tree embeddings.
result Translation length can be computed as intersection with a geodesic current.

The paper tackles counterfactual learning for stochastic policies with continuous actions.

problem Learning stochastic policies with continuous actions from logged data.
method Introduces a joint kernel embedding of contexts and actions to model continuous actions, and uses proximal point algorithms and smooth estimators for optimization.
result Demonstrates the benefits of using proximal point algorithms and smooth estimators for counterfactual learning.

We obtain estimations for isotopy classes of embeddings of closed k-connected n-manifolds into R^{2n-k-1} for n>2k+5 and k\ge0. This is done in terms of an exact sequence involving the Whitney invariants and an explicitly constructed action of H_{k+1}(N;Z_2) on the set of embeddings. (For k\ne1 classification results w…

2008-12-01abs ↗pdf ↗

Most model-free reinforcement learning methods leverage state representations (embeddings) for generalization, but either ignore structure in the space of actions or assume the structure is provided a priori. We show how a policy can be decomposed into a component that acts in a low-dimensional space of action represen…

2019-02-01abs ↗pdf ↗

For a polarized Kähler manifold (X,L)(X, L), we show the equivalence between relative balanced embeddings introduced by Mabuchi and σσ-balanced embeddings introduced by Sano, answering a question of Hashimoto. We give a GIT characterization of the existence of a σσ-balanced embedding, and relate the optimal weight σσ t…

2017-10-06abs ↗pdf ↗

Let Σg(g>1)Σ_g (g>1) be a closed surface embedded in S3S^3. If a group GG can acts on the pair (S3,Σg)(S^3, Σ_g), then we call such a group action on ΣgΣ_g extendable over S3S^3. In this paper we show that the maximum order of extendable cyclic group actions is 4g+44g+4 when gg is even and 4g44g-4 when gg is odd; the maximum ord…

2013-10-28abs ↗pdf ↗

In this note we prove that whenever a Lie group GG acts on a manifold XX, then the orbit GxGx through any point xx of XX is a weakly embedded submanifold of XX. The investigation of this problem was inspired by an application to Cat astrophe Theory.

2000-11-28abs ↗pdf ↗

Paper introduces SALE for better state-action learning in RL.

problem Challenges in representation learning for low-level states in RL.
method Introduces SALE, a novel approach for learning embeddings of state-action interactions.
result TD7 algorithm significantly outperforms existing continuous control algorithms.

This paper proves the existence of a smooth embedding for symmetrical manifolds.

problem Embedding symmetrical Riemannian manifolds isometrically in Euclidean spaces.
method Proves the existence of a CC^\infty equivariant isometric embedding.
result Existence of a CC^\infty equivariant isometric embedding of MM in $\RR^q$.

By computing certain cohomology of Vect(M) of smooth vector fields we prove that on 1-dimensional manifolds M there is no quantization map intertwining the action of non-projective embeddings of the Lie algebra sl(2) into the Lie algebra Vect(M). Contrariwise, for projective embeddings sl(2)-equivariant quantization ex…

2006-01-14abs ↗pdf ↗

Sharpness of actions on reductive homogeneous spaces proven for various groups.

problem Proving proper and cocompact actions on reductive homogeneous spaces.
method Using quasi-isometric embedding and Anosov representations.
result Characterization and proof of non-compactness for certain homogeneous spaces.

Study finite group actions on symplectic Calabi-Yau 4-manifolds with non-zero first Betti number.

problem Determine fixed-point set structure of symplectic Calabi-Yau 4-manifolds with certain group actions.
method Analysis of symplectic surfaces and disjoint embeddings in rational 4-manifolds.
result Symplectic Calabi-Yau 4-manifolds are shown to be T2T^2-bundles under specific group actions.