Dynamic algorithms for packing-covering lps via multiplicative weight updates

S Bhattacharya, P Kiss, T Saranurak - Proceedings of the 2023 Annual ACM …, 2023 - SIAM
In the dynamic linear program (LP) problem, we are given an LP undergoing updates and
we need to maintain an approximately optimal solution. Recently, significant attention (eg …

A Simple (1 — ɛ)-Approximation Semi-Streaming Algorithm for Maximum (Weighted) Matching

S Assadi - 2024 Symposium on Simplicity in Algorithms (SOSA), 2024 - SIAM
We present a simple semi-streaming algorithm for (1—ɛ)-approximation of bipartite
matching in O (log (n)/ɛ) passes. This matches the performance of state-of-the-art “ɛ …

Tight bounds for single-pass streaming complexity of the set cover problem

S Assadi, S Khanna, Y Li - Proceedings of the forty-eighth annual ACM …, 2016 - dl.acm.org
We resolve the space complexity of single-pass streaming algorithms for approximating the
classic set cover problem. For finding an α-approximate set cover (for α= o (√ n)) via a …

A unified framework for combinatorial optimization based on graph neural networks

Y **, X Yan, S Liu, X Wang - arxiv preprint arxiv:2406.13125, 2024 - arxiv.org
Graph neural networks (GNNs) have emerged as a powerful tool for solving combinatorial
optimization problems (COPs), exhibiting state-of-the-art performance in both graph …

Dynamic set cover: improved algorithms and lower bounds

A Abboud, R Addanki, F Grandoni… - Proceedings of the 51st …, 2019 - dl.acm.org
We give new upper and lower bounds for the dynamic set cover problem. First, we give a (1+
є) f-approximation for fully dynamic set cover in O (f 2log n/є5)(amortized) update time, for …

A simple semi-streaming algorithm for global minimum cuts

S Assadi, A Dudeja - Symposium on Simplicity in Algorithms (SOSA), 2021 - SIAM
Abstract Recently, Rubinstein, Schramm, and Weinberg [ITCS'18] gave an algorithm for
finding an exact global minimum cut of undirected graphs in the cut-query model in which …

Set cover in the one-pass edge-arrival streaming model

S Khanna, C Konrad, CM Alexandru - … of the 42nd ACM SIGMOD-SIGACT …, 2023 - dl.acm.org
We study the Set Cover problem in the one-pass edge-arrival streaming model. In this
model, the input stream consists of a sequence of tuples (S, u), indicating that element u is …

Tight trade-offs for the maximum k-coverage problem in the general streaming model

P Indyk, A Vakilian - Proceedings of the 38th ACM SIGMOD-SIGACT …, 2019 - dl.acm.org
We study the maximum k-coverage problem in the general edge-arrival streaming model:
given a collection of m sets F, each subset of a ground set of elements U of size n, the task is …

Distributed and streaming linear programming in low dimensions

S Assadi, N Karpov, Q Zhang - Proceedings of the 38th ACM SIGMOD …, 2019 - dl.acm.org
We study linear programming and general LP-type problems in several big data (streaming
and distributed) models. We mainly focus on low dimensional problems in which the number …

Improved local computation algorithm for set cover via sparsification

C Grunau, S Mitrović, R Rubinfeld, A Vakilian - Proceedings of the Fourteenth …, 2020 - SIAM
We design a Local Computation Algorithm (LCA) for the set cover problem. Given a set
system where each set has size at most s and each element is contained in at most t sets …