9 citations · 14 across the 3 of their papers we have counts for
4 papers
Navigating the Dynamics of Financial Embeddings over Time
Antonia Gogoglou, Brian Nguyen, Alan Salimov +2
Financial transactions constitute connections between entities and through these connections a large scale heterogeneous weighted graph is formulated. In this labyrinth of interact…
Quantifying Challenges in the Application of Graph Representation Learning
Antonia Gogoglou, C. Bayan Bruss, Brian Nguyen +2
Graph Representation Learning (GRL) has experienced significant progress as a means to extract structural information in a meaningful way for subsequent learning tasks. Current app…
On the Interpretability and Evaluation of Graph Representation Learning
Antonia Gogoglou, C. Bayan Bruss, Keegan E. Hines
With the rising interest in graph representation learning, a variety of approaches have been proposed to effectively capture a graph's properties. While these approaches have impro…
DeepTrax: Embedding Graphs of Financial Transactions
C. Bayan Bruss, Anish Khazane, Jonathan Rider +3
Financial transactions can be considered edges in a heterogeneous graph between entities sending money and entities receiving money. For financial institutions, such a graph is lik…