This research enhances prediction reliability in GNNs through integrated uncertainty quantification.
S. Akansha
― 7 min read
Cutting edge science explained simply
This research enhances prediction reliability in GNNs through integrated uncertainty quantification.
S. Akansha
― 7 min read
Exploring the links between Leavitt algebras, chip firing models, and symbolic dynamics.
Gene Abrams, Roozbeh Hazrat
― 6 min read
Explore the intricacies of edge-regular graphs and their unique structures.
Jared DeLeo
― 4 min read
New algorithms improve the estimation of Kemeny’s constant for directed graphs.
Haisong Xia, Zhongzhi Zhang
― 8 min read
Graffin enhances tail node classification in imbalanced data scenarios.
Xiaorui Qi, Yanlong Wen, Xiaojie Yuan
― 5 min read
This article explores the concept of tournament transitive partitioning in graph theory.
Kamal Santra
― 4 min read
An overview of monochromatic tight cycles in edge-colored graphs and their significance.
Debmalya Bandyopadhyay, Allan Lo
― 6 min read
This article explores soliton automata and their role in chemical state transitions.
Henning Bordihn, Helena Schulz
― 5 min read
A look into graph languages and their role in processing complex information.
Yvo Ad Meeres
― 6 min read
A look into graph matching concepts and their significance.
D. V. V. Narayana, Kalyani Gohokar, Nishad Kothari
― 5 min read
GRE-MDCL improves graph learning by using enhanced data techniques.
Kaizhe Fan, Quanjun Li
― 5 min read
Exploring disorientability in simplicial complexes and its implications.
Marzieh Eidi, Sayan Mukherjee
― 4 min read
Exploring the relationship between maximum degree and list coloring in bipartite graphs.
Peter Bradshaw, Bojan Mohar, Ladislav Stacho
― 6 min read
Exploring the intricate relationship between hypergraphs, Ramsey numbers, and combinatorial structures.
Sam Mattheus, Dhruv Mubayi, Jiaxi Nie
― 4 min read
Explore the link between tree structures, diameter, and eigenvalues in mathematics.
Hitesh Kumar, Bojan Mohar, Shivaramakrishna Pragada
― 5 min read
Combining quantum mechanics with machine learning for time-varying data tasks.
Moein N. Ivaki, Achilleas Lazarides, Tapio Ala-Nissila
― 4 min read
A deep dive into the cardinality-based minimum cut problem in hypergraphs.
Florian Adriaens, Iiro Kumpulainen, Nikolaj Tatti
― 6 min read
A look into incidences between points and lines in geometry and their implications.
Martin Balko, Nóra Frankl
― 4 min read
Researching Schur-positivity through generalized nets and their chromatic symmetric functions.
Ethan Shelburne, Stephanie van Willigenburg
― 5 min read
Explore how hexagonal lattices impact particle behavior in quantum graphs.
Pavel Exner, Jan Pekař
― 5 min read
A new approach to enhance network traffic analysis through graph-based models.
Louis Van Langendonck, Ismael Castell-Uroz, Pere Barlet-Ros
― 6 min read
Exploring quantum adaptations of Vertex Cover and their implications in computing.
Ojas Parekh, Chaithanya Rayudu, Kevin Thompson
― 5 min read
Explore the concept of domination in graphs and its real-world applications.
Marvin Künnemann, Mirza Redzic
― 6 min read
HetSheaf improves data representation in heterogeneous graphs for better model performance.
Luke Braithwaite, Iulia Duta, Pietro Liò
― 5 min read
This research simplifies learning directed acyclic graphs from data using convex optimization.
Samuel Rey, Seyed Saman Saboksayr, Gonzalo Mateos
― 5 min read
Exploring pathways in directed hypercubes for efficient data transfer.
Deeparnab Chakrabarty, C. Seshadhri
― 6 min read
Explore the intersection of graph theory and quantum mechanics with quantum graphs.
Michael Brannan, Roberto Hernández Palomares
― 6 min read
Explore the fundamental concepts and applications of various types of graphs.
Ján Mináč, Tung T. Nguyen, Nguyen Duy Tân
― 5 min read
Understanding the interplay of signed graphs and their indices can reveal complex relationships.
Ziyi Fang, Fan Chen, Xiying Yuan
― 4 min read
Examining properties of perfect unitary Cayley graphs related to finite rings.
Ján Mináč, Tung T. Nguyen, Nguyen Duy Tân
― 6 min read
New model DyGIS enhances learning from dynamic graphs using informative subgraphs.
Pengfe Jiao, Xinxun Zhang, Mengzhou Gao
― 6 min read
An overview of the challenges in classifying -free hypergraphs and their properties.
Gábor Damásdi, Balázs Keszegh, Dömötör Pálvölgyi
― 5 min read
Researchers study tree structures in universal graphs and their significance in mathematics.
Helena Bergold, Vesna Iršič, Robert Lauff
― 6 min read
Explore the intriguing world of uniquely colorable hypergraphs and their properties.
Xizhi Liu, Jie Ma, Tianhen Wang
― 5 min read
A new framework improves learning from structured, noisy data using diffusion principles.
Qitian Wu, David Wipf, Junchi Yan
― 6 min read
SGFormer simplifies graph learning for efficiency and scalability.
Qitian Wu, Kai Yang, Hengrui Zhang
― 6 min read
Exploring new methods and applications for clustering in graph theory.
Costy Kodsi, Dimosthenis Pasadakis
― 4 min read
A new method enhances node selection for graph domain adaptation.
Pengyun Wang, Yadi Cao, Chris Russell
― 6 min read
New methods improve estimates of edge crossings in dense graphs.
Aaron Büngener, Michael Kaufmann
― 6 min read
A look into intersection graphs and their significance in various fields.
Laura Merker, Lena Scherzer, Samuel Schneider
― 5 min read