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We combine ideas from distance sensitivity oracles (DSOs) and fixed-parameter tractability (FPT) to design sensitivity oracles for FPT graph problems. An oracle with sensitivity $f$ for an FPT problem $\Pi$ on a graph $G$ with parameter $k$…

In this paper, we propose scalable methods for maximizing a regularized submodular function $f = g - \ell$ expressed as the difference between a monotone submodular function $g$ and a modular function $\ell$. Indeed, submodularity is…

机器学习 · 计算机科学 2020-02-11 Ehsan Kazemi , Shervin Minaee , Moran Feldman , Amin Karbasi

We present a new streaming algorithm for the $k$-Mismatch problem, one of the most basic problems in pattern matching. Given a pattern and a text, the task is to find all substrings of the text that are at the Hamming distance at most $k$…

数据结构与算法 · 计算机科学 2019-04-24 Jakub Radoszewski , Tatiana Starikovskaya

The standard oracle model for matroid algorithms assumes that each independence query can be answered in constant time, regardless of the size of the queried set. While this abstraction has underpinned much of the theoretical progress in…

数据结构与算法 · 计算机科学 2026-05-04 Kiarash Banihashem , MohammadTaghi Hajiaghayi , Mahdi JafariRaviz , Danny Mittal

Capacitated Vertex Cover is the hard-capacitated variant of Vertex Cover: given a graph, a capacity for every vertex, and an integer $k$, the task is to select at most $k$ vertices that cover all edges and assign each edge to one of its…

数据结构与算法 · 计算机科学 2026-04-22 Michael Lampis , Manolis Vasilakis

We study the problem of finding a maximum matching in a graph given by an input stream listing its edges in some arbitrary order, where the quantity to be maximized is given by a monotone submodular function on subsets of edges. This…

数据结构与算法 · 计算机科学 2013-11-19 Amit Chakrabarti , Sagar Kale

Covering problems are fundamental classical problems in optimization, computer science and complexity theory. Typically an input to these problems is a family of sets over a finite universe and the goal is to cover the elements of the…

数据结构与算法 · 计算机科学 2008-02-14 Omid Amini , Fedor V. Fomin , Saket Saurabh

Coverage problems are central in optimization and have a wide range of applications in data mining and machine learning. While several distributed algorithms have been developed for coverage problems, the existing methods suffer from…

数据结构与算法 · 计算机科学 2017-03-13 MohammadHossein Bateni , Hossein Esfandiari , Vahab Mirrokni

As massive graphs become more prevalent, there is a rapidly growing need for scalable algorithms that solve classical graph problems, such as maximum matching and minimum vertex cover, on large datasets. For massive inputs, several…

数据结构与算法 · 计算机科学 2018-12-31 Sepehr Assadi , MohammadHossein Bateni , Aaron Bernstein , Vahab Mirrokni , Cliff Stein

The SetCover problem has been extensively studied in many different models of computation, including parallel and distributed settings. From an approximation point of view, there are two standard guarantees: an $O(\log…

数据结构与算法 · 计算机科学 2024-10-18 Laxman Dhulipala , Michael Dinitz , Jakub Łącki , Slobodan Mitrović

We initiate the investigation of the parameterized complexity of Diameter and Connectivity in the streaming paradigm. On the positive end, we show that knowing a vertex cover of size $k$ allows for algorithms in the Adjacency List (AL)…

数据结构与算法 · 计算机科学 2024-07-19 Jelle J. Oostveen , Erik Jan van Leeuwen

We initiate the study of matroid problems in a new oracle model called dynamic oracle. Our algorithms in this model lead to new bounds for some classic problems, and a "unified" algorithm whose performance matches previous results developed…

数据结构与算法 · 计算机科学 2023-04-28 Joakim Blikstad , Sagnik Mukhopadhyay , Danupon Nanongkai , Ta-Wei Tu

Matroids are a fundamental object of study in combinatorial optimization. Three closely related and important problems involving matroids are maximizing the size of the union of $k$ independent sets (that is, $k$-fold matroid union),…

数据结构与算法 · 计算机科学 2023-03-03 Kent Quanrud

The Exact Matching (EM) problem asks whether there exists a perfect matching which uses a prescribed number of red edges in a red/blue edge-colored graph. While there exists a randomized polynomial-time algorithm for the problem, only some…

数据结构与算法 · 计算机科学 2025-10-15 Nicolas El Maalouly , Kostas Lakis

Given a collection of $m$ sets from a universe $\mathcal{U}$, the Maximum Set Coverage problem consists of finding $k$ sets whose union has largest cardinality. This problem is NP-Hard, but the solution can be approximated by a polynomial…

数据结构与算法 · 计算机科学 2023-12-13 Stephen Jaud , Anthony Wirth , Farhana Choudhury

We pursue a study of the Generalized Demand Matching problem, a common generalization of the $b$-Matching and Knapsack problems. Here, we are given a graph with vertex capacities, edge profits, and asymmetric demands on the edges. The goal…

数据结构与算法 · 计算机科学 2017-05-31 Sara Ahmadian , Zachary Friggstad

Linear fixed point equations in Hilbert spaces arise in a variety of settings, including reinforcement learning, and computational methods for solving differential and integral equations. We study methods that use a collection of random…

机器学习 · 计算机科学 2020-12-11 Wenlong Mou , Ashwin Pananjady , Martin J. Wainwright

We study the problem of parameterized matching in a stream where we want to output matches between a pattern of length m and the last m symbols of the stream before the next symbol arrives. Parameterized matching is a natural generalisation…

数据结构与算法 · 计算机科学 2012-09-25 Markus Jalsenius , Benny Porat , Benjamin Sach

We consider the low rank matrix completion problem over finite fields. This problem has been extensively studied in the domain of real/complex numbers, however, to the best of authors' knowledge, there exists merely one efficient algorithm…

信息论 · 计算机科学 2023-08-23 Mahdi Soleymani , Qiang Liu , Hessam Mahdavifar , Laura Balzano

In MaxSAT with Cardinality Constraint problem (CC-MaxSAT), we are given a CNF-formula $\Phi$, and $k \ge 0$, and the goal is to find an assignment $\beta$ with at most $k$ variables set to true (also called a weight $k$-assignment) such…

数据结构与算法 · 计算机科学 2024-03-13 Tanmay Inamdar , Pallavi Jain , Daniel Lokshtanov , Abhishek Sahu , Saket Saurabh , Anannya Upasana