Quantile Regression Gets a Speed Boost with Sinkhorn
![The study demonstrates diminishing duality gaps-measured as [latex]D(\widehat{f}^{t\_{\max}},\widehat{g}^{t\_{\max}},\widehat{h}^{t\_{\max}})-D(\widehat{f}^{t},\widehat{g}^{t},\widehat{h}^{t})[/latex]-observed across iterations using the iris dataset, converging toward a stable solution after [latex]t\_{\max}=100[/latex] iterations.](https://arxiv.org/html/2603.21554v1/x2.png)
New research demonstrates how Sinkhorn algorithms can dramatically accelerate vector quantile regression, offering a faster path to robust statistical inference.
![The study demonstrates diminishing duality gaps-measured as [latex]D(\widehat{f}^{t\_{\max}},\widehat{g}^{t\_{\max}},\widehat{h}^{t\_{\max}})-D(\widehat{f}^{t},\widehat{g}^{t},\widehat{h}^{t})[/latex]-observed across iterations using the iris dataset, converging toward a stable solution after [latex]t\_{\max}=100[/latex] iterations.](https://arxiv.org/html/2603.21554v1/x2.png)
New research demonstrates how Sinkhorn algorithms can dramatically accelerate vector quantile regression, offering a faster path to robust statistical inference.

As AI systems increasingly rely on external data, ensuring the trustworthiness of retrieved information is paramount, and this review explores the emerging threats and defenses for Retrieval-Augmented Generation.

This review details a novel framework for building bridges between different homomorphic encryption schemes, paving the way for more flexible and efficient secure computation.
A novel coding framework leverages the internal atomic structure of subspaces to enhance robustness in challenging network environments.

New research details vulnerabilities to side-channel attacks in confidential federated learning and proposes practical defenses to protect sensitive data.
![The theoretical framework explores the strong decay pathways of pentaquark states-specifically, the [latex] P\psi N_{\psi}^{N} [/latex] and [latex] P\psi_{s}^{\Lambda} [/latex]-through triangle loop diagrams, where doubled lines visually represent the complex internal structure of these exotic hadrons and their decay mechanisms.](https://arxiv.org/html/2603.21738v1/x1.png)
New research delves into how recently discovered hidden-charm pentaquark states decay, bolstering the theory that these particles are loosely bound combinations of charmed baryons and mesons.
Researchers are uncovering unexpected behavior in many-body quantum systems, challenging conventional understandings of how these systems reach thermal equilibrium.

New research reveals critical vulnerabilities in containerized 5G core networks leveraging eBPF, potentially allowing attackers to move laterally between network functions.
![The masses of pentaquark states-specifically those designated [latex]P(3c2b)[/latex] and [latex]P(3b2c)[/latex]-shift predictably with alterations to the threshold parameter [latex]s_0[/latex] and [latex]M^2[/latex], suggesting a nuanced relationship between these parameters and the stability of these exotic hadronic configurations, as demonstrated across three distinct current settings.](https://arxiv.org/html/2603.19891v1/x18.png)
New research leverages advanced theoretical models to predict the properties of elusive, fully-heavy pentaquark states.
![The scattering function [latex]\operatorname{Scat}(\mu\_{1}({\tilde{B}}))[/latex] is presented alongside its decomposition into contributions from the interval [latex]\eta\_{1}^{B}([-2,3])[/latex] and a function of query [latex]\eta\_{1}^{B}(Q)[/latex], demonstrating how the overall scattering is built from these constituent elements.](https://arxiv.org/html/2603.19391v1/x2.png)
A new study delves into how theta functions behave within cluster algebras during mutation, revealing surprising connections between mathematical structures and providing tools for computation.