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Dynamic algorithms for packing-covering lps via multiplicative weight updates
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 …
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 …
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
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 …
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
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 …
optimization problems (COPs), exhibiting state-of-the-art performance in both graph …
Dynamic set cover: improved algorithms and lower bounds
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 …
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
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 …
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
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 …
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
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 …
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
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 …
and distributed) models. We mainly focus on low dimensional problems in which the number …
Improved local computation algorithm for set cover via sparsification
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 …
system where each set has size at most s and each element is contained in at most t sets …