Blog
Dados & Embeddings
Visualizing High-Dimensional Graph Embeddings via Informed Multi-View Projections
arXiv:2606.31119v1 Announce Type: new Abstract: Graphs are commonly visualized in 2D, where humans readily interpret spatial relationships, yet such layouts often distort higher-dimensional structure. We propose to embed graphs in high-dimensional space and search for informative 2D viewpoints that optimize aesthetic and readability metrics (e.g., edge crossings and angular resolution), enabled by a novel differentiable surrogate for edge crossings. Numerical experiments show that these viewpoin...
arXiv cs.LG
·Ya Ji (Khoury College of Computer Sciences, Northeastern University, Seattle), Xuefeng Li (Khoury College of Computer Sciences, Northeastern University, Seattle), Timo Brand (School of Computation, Information and Technology, Technical University of Munich, Heilbronn, Germany), Jacob Miller (School of Computation, Information and Technology, Technical University of Munich, Heilbronn, Germany), Peng Zhang (Khoury College of Computer Sciences, Northeastern University, Seattle), Stephen Kobourov (School of Computation, Information and Technology, Technical University of Munich, Heilbronn, Germany), Yifan Hu (Khoury College of Computer Sciences, Northeastern University, Seattle)
·
// relacionados
Leia também
Blog
Soofi Consortium lança o Soofi S 30B-A3B: um modelo de fundação MoE híbrido Mamba-Transformer aberto para alemão e inglês
Blog
Construindo um pipeline PyTorch controlado pelo Gin Config com variantes de MLP configuráveis, agendamento por cosseno e substituições de parâmetros em tempo de execução
Blog
Bonsai 27B é um modelo de raciocínio totalmente aberto que cabe em um iPhone
Blog