Local distributed rounding: Generalized to MIS, matching, set cover, and beyond

S Faour, M Ghaffari, C Grunau, F Kuhn… - Proceedings of the 2023 …, 2023 - SIAM
We develop a general deterministic distributed method for locally rounding fractional
solutions of graph problems for which the analysis can be broken down into analyzing pairs …

The randomized local computation complexity of the Lovász local lemma

S Brandt, C Grunau, V Rozhoň - … of the 2021 ACM Symposium on …, 2021 - dl.acm.org
The Local Computation Algorithm (LCA) model is a popular model in the field of sublinear-
time algorithms that measures the complexity of an algorithm by the number of probes the …

Sublinear Metric Steiner Tree via Improved Bounds for Set Cover

S Mahabadi, M Roghani, J Tarnawski… - arxiv preprint arxiv …, 2024 - arxiv.org
We study the metric Steiner tree problem in the sublinear query model. In this problem, for a
set of $ n $ points $ V $ in a metric space given to us by means of query access to an …

Locally computing edge orientations

S Mitrović, R Rubinfeld, M Singhal - arxiv preprint arxiv:2501.02136, 2025 - arxiv.org
We consider the question of orienting the edges in a graph $ G $ such that every vertex has
bounded out-degree. For graphs of arboricity $\alpha $, there is an orientation in which …

Faster Set Cover in the MPC Model

H Ji, S Pai, S Pemmaraju, J Sobel - Proceedings of the 26th International …, 2025 - dl.acm.org
The Massively Parallel Computation (MPC) model is a popular abstraction for large-scale
distributed computing. The Set Cover problem is a classical combinatorial optimization …

Beep-and-sleep: Message and energy efficient set cover

T Götte, C Kolb, C Scheideler, J Werthmann - Theoretical Computer …, 2023 - Elsevier
This article considers message and energy-efficient distributed algorithms for the SetCover
Problem. Given a ground set U of n elements and a set S of m subsets of U, we aim to find …

Query complexity of the metric steiner tree problem

Y Chen, S Khanna, Z Tan - Proceedings of the 2023 Annual ACM-SIAM …, 2023 - SIAM
In the metric Steiner Tree problem, we are given an n× n metric w on a set V of vertices
along with a set T⊆ V of k terminals, and the goal is to find a tree of minimum cost that …

A sublinear local access implementation for the Chinese restaurant process

P Mörters, C Sohler, S Walzer - … , and Combinatorial Optimization …, 2022 - drops.dagstuhl.de
The Chinese restaurant process is a stochastic process closely related to the Dirichlet
process that groups sequentially arriving objects into a variable number of classes, such that …

Black-box methods for restoring monotonicity

E Gergatsouli, B Lucier… - … Conference on Machine …, 2020 - proceedings.mlr.press
In many practical applications, heuristic or approximation algorithms are used to efficiently
solve the task at hand. However their solutions frequently do not satisfy natural monotonicity …

Active local learning

A Backurs, A Blum, N Gupta - Conference on Learning …, 2020 - proceedings.mlr.press
In this work we consider active {\em local learning}: given a query point $ x $, and active
access to an unlabeled training set $ S $, output the prediction $ h (x) $ of a near-optimal …