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Matrix partition problems generalize a number of natural graph partition problems, and have been studied for several standard graph classes. We prove that each matrix partition problem has only finitely many minimal obstructions for split…

离散数学 · 计算机科学 2013-06-21 Tomás Feder , Pavol Hell , Oren Shklarsky

We introduce techniques for proving uniform termination of graph transformation systems, based on matrix interpretations for string rewriting. We generalize this technique by adapting it to graph rewriting instead of string rewriting and by…

计算机科学中的逻辑 · 计算机科学 2023-10-12 H. J. Sander Bruggink , Barbara König , Dennis Nolte , Hans Zantema

In the constraint programming framework, state-of-the-art static and dynamic decomposition techniques are hard to apply to problems with complete initial constraint graphs. For such problems, we propose a hybrid approach of these techniques…

计算复杂性 · 计算机科学 2008-12-18 Stephane Zampelli , Martin Mann , Yves Deville , Rolf Backofen

The problem of accelerating drug discovery relies heavily on automatic tools to optimize precursor molecules to afford them with better biochemical properties. Our work in this paper substantially extends prior state-of-the-art on…

化学物理 · 物理学 2019-10-22 Wengong Jin , Regina Barzilay , Tommi Jaakkola

Graph transformation is the rule-based modification of graphs, and is a discipline dating back to the 1970s. In general, to match the left-hand graph of a fixed rule within a host graph requires polynomial time, but to improve matching…

计算机科学中的逻辑 · 计算机科学 2021-01-05 Graham Campbell , Detlef Plump

We develop a rewriting theory suitable for diagrammatic algebras and lay down the foundations of a systematic study of their higher structures. In this paper, we focus on the question of finding bases. As an application, we give the first…

表示论 · 数学 2025-02-06 Léo Schelstraete

Several variants of the Constraint Satisfaction Problem have been proposed and investigated in the literature for modelling those scenarios where solutions are associated with some given costs. Within these frameworks computing an optimal…

人工智能 · 计算机科学 2012-09-18 Georg Gottlob , Gianluigi Greco , Francesco Scarcello

Linear constraints for a matrix polytope with no fractional vertex are investigated as intersecting research among permutation codes, rank modulations, and linear programming methods. By focusing the discussion to the block structure of…

组合数学 · 数学 2012-02-07 Manabu Hagiwara

Architectural Design Rewriting (ADR, for short) is a rule-based formal framework for modelling the evolution of architectures of distributed systems. Rules allow ADR graphs to be refined. After equipping ADR with a simple logic, we equip…

计算机科学中的逻辑 · 计算机科学 2012-12-19 Kyriakos Poyias , Emilio Tuosto

Graph coarsening aims to diminish the size of a graph to lighten its memory footprint, and has numerous applications in graph signal processing and machine learning. It is usually defined using a reduction matrix and a lifting matrix,…

机器学习 · 计算机科学 2026-01-29 Antonin Joly , Nicolas Keriven , Aline Roumy

Large language models have evolved to process multiple modalities beyond text, such as images and audio, which motivates us to explore how to effectively leverage them for graph reasoning tasks. The key question, therefore, is how to…

A dynamic graph algorithm is a data structure that answers queries about a property of the current graph while supporting graph modifications such as edge insertions and deletions. Prior work has shown strong conditional lower bounds for…

数据结构与算法 · 计算机科学 2023-01-30 Monika Henzinger , Ami Paz , A. R. Sricharan

Multi-task learning of deformable object manipulation is a challenging problem in robot manipulation. Most previous works address this problem in a goal-conditioned way and adapt goal images to specify different tasks, which limits the…

机器人学 · 计算机科学 2024-01-30 Yuhong Deng , Kai Mo , Chongkun Xia , Xueqian Wang

Register allocation is one of the most important problems for modern compilers. With a practically unlimited number of user variables and a small number of CPU registers, assigning variables to registers without conflicts is a complex task.…

机器学习 · 计算机科学 2024-01-24 Chase Cummins , Richard Veras

Proposing an effective and flexible matrix to represent a graph is a fundamental challenge that has been explored from multiple perspectives, e.g., filtering in Graph Fourier Transforms. In this work, we develop a novel and general…

机器学习 · 计算机科学 2023-05-11 Mingqi Yang , Wenjie Feng , Yanming Shen , Bryan Hooi

A wide range of constraints can be compactly specified using automata or formal languages. In a sequence of recent papers, we have shown that an effective means to reason with such specifications is to decompose them into primitive…

人工智能 · 计算机科学 2009-03-04 Claude-Guy Quimper , Toby Walsh

In graph learning, maps between graphs and their subgraphs frequently arise. For instance, when coarsening or rewiring operations are present along the pipeline, one needs to keep track of the corresponding nodes between the original and…

机器学习 · 计算机科学 2023-02-01 Marco Pegoraro , Riccardo Marin , Arianna Rampini , Simone Melzi , Luca Cosmo , Emanuele Rodolà

Conditional graphic layout generation, which generates realistic layouts according to user constraints, is a challenging task that has not been well-studied yet. First, there is limited discussion about how to handle diverse user…

计算机视觉与模式识别 · 计算机科学 2023-03-27 Zhaoyun Jiang , Jiaqi Guo , Shizhao Sun , Huayu Deng , Zhongkai Wu , Vuksan Mijovic , Zijiang James Yang , Jian-Guang Lou , Dongmei Zhang

Graph learning from data represents a canonical problem that has received substantial attention in the literature. However, insufficient work has been done in incorporating prior structural knowledge onto the learning of underlying…

机器学习 · 统计学 2019-04-23 Sandeep Kumar , Jiaxi Ying , José Vinícius de M. Cardoso , Daniel Palomar

We study a general class of recurrence relations that appear in the application of a matrix diagonalization procedure. We find general closed formula and determine analytical properties of the solutions. We finally apply these findings in…

组合数学 · 数学 2025-07-02 Elismar R. Oliveira , Vilmar Trevisan