Antipodal turiyam neutrosophic graphs

T Fujita, F Smarandache - Neutrosophic Optimization and …, 2025 - sciencesforce.com
Graph theory, a mathematical field, investigates the relationships between entities through
vertices and edges [29]. Within this discipline, Uncertain Graph Theory emerges to model …

Almost Tight Bounds for Differentially Private Densest Subgraph

M Dinitz, S Kale, S Lattanzi, S Vassilvitskii - … of the 2025 Annual ACM-SIAM …, 2025 - SIAM
Abstract We study the Densest Subgraph (DSG) problem under the additional constraint of
differential privacy. DSG is a fundamental theoretical question that plays a central role in …

Improved Differentially Private Densest Subgraph: Local and Purely Additive

M Dinitz, S Kale, S Lattanzi, S Vassilvitskii - ar** Probability for Differential Private Sign Random Projection Methods
P Li, X Li - Advances in Neural Information Processing …, 2024 - proceedings.neurips.cc
We develop a series of differential privacy (DP) algorithms from a family of random
projection (RP) and sign random projection (SignRP) methods. We first show how to …

k-median clustering via metric embedding: towards better initialization with differential privacy

C Fan, P Li, X Li - Advances in Neural Information …, 2024 - proceedings.neurips.cc
In clustering algorithms, the choice of initial centers is crucial for the quality of the learned
clusters. We propose a new initialization scheme for the $ k $-median problem in the …

Differentially private one permutation hashing and bin-wise consistent weighted sampling

X Li, P Li - arxiv preprint arxiv:2306.07674, 2023 - arxiv.org
Minwise hashing (MinHash) is a standard algorithm widely used in the industry, for large-
scale search and learning applications with the binary (0/1) Jaccard similarity. One common …

Online Differentially Private Synthetic Data Generation

Y He, R Vershynin, Y Zhu - arxiv preprint arxiv:2402.08012, 2024 - arxiv.org
We present a polynomial-time algorithm for online differentially private synthetic data
generation. For a data stream within the hypercube $[0, 1]^ d $ and an infinite time horizon …

Differentially Private Gomory-Hu Trees

A Aamand, JY Chen, M Dalirrooyfard, S Mitrović… - arxiv preprint arxiv …, 2024 - arxiv.org
Given an undirected, weighted $ n $-vertex graph $ G=(V, E, w) $, a Gomory-Hu tree $ T $ is
a weighted tree on $ V $ such that for any pair of distinct vertices $ s, t\in V $, the Min-$ s …

Differentially Private Distance Query with Asymmetric Noise

W Sheng, J Chen, C Hu, B Cai, M Han, J Yu - arxiv preprint arxiv …, 2025 - arxiv.org
With the growth of online social services, social information graphs are becoming
increasingly complex. Privacy issues related to analyzing or publishing on social graphs are …

Near-Universally-Optimal Differentially Private Minimum Spanning Trees

R Hladík, J Tětek - arxiv preprint arxiv:2404.15035, 2024 - arxiv.org
Devising mechanisms with good beyond-worst-case input-dependent performance has
been an important focus of differential privacy, with techniques such as smooth sensitivity …