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20232025
most citedLearning-Based Algorithms for Graph Searching Problems

1 citations · 1 across the 4 of their papers we have counts for

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cs.DS2024

Approximation Algorithms for -Shortest Path and -Group Steiner Tree

Yury Makarychev, Max Ovsiankin, Erasmo Tani

We present polylogarithmic approximation algorithms for variants of the Shortest Path, Group Steiner Tree, and Group ATSP problems with vector costs. In these problems, each edge e…

cs.DS2024★ 1 cited

Learning-Based Algorithms for Graph Searching Problems

Adela Frances DePavia, Erasmo Tani, Ali Vakilian

We consider the problem of graph searching with prediction recently introduced by Banerjee et al. (2022). In this problem, an agent, starting at some vertex has to traverse a (…

cs.DS2023

Hypergraph Diffusions and Resolvents for Norm-Based Hypergraph Laplacians

Konstantinos Ameranis, Antares Chen, Adela DePavia +2

The development of simple and fast hypergraph spectral methods has been hindered by the lack of numerical algorithms for simulating heat diffusions and computing fundamental object…

cs.DS2023

Error-Tolerant Exact Query Learning of Finite Set Partitions with Same-Cluster Oracle

Adela Frances DePavia, Olga Medrano Martín del Campo, Erasmo Tani

This paper initiates the study of active learning for exact recovery of partitions exclusively through access to a same-cluster oracle in the presence of bounded adversarial error.…

cs.DS2023

Submodular Hypergraph Partitioning: Metric Relaxations and Fast Algorithms via an Improved Cut-Matching Game

Antares Chen, Lorenzo Orecchia, Erasmo Tani

Despite there being significant work on developing spectral, and metric embedding based approximation algorithms for hypergraph generalizations of conductance, little is known rega…