In this article, we consider a decentralized stochastic optimization problem over a network of agents, modeled as a directed graph: Agents aim to asynchronously minimize the average of their ...

Vertex-frequency analysis (VFA) is a useful technique in graph signal processing to extract the correspondence between frequencies and vertices. VFA can be calculated by the windowed graph Fourier ...

Build intelligent chatbots with LangGraph. From setup to deployment, master Python chatbot development with this comprehensive guide.

Describe the bug The call graph in python is not shown for constructor function. When a parents methods called in child doesn't reflect the call graph. version of doxygen I tried restructuring code ...

Recent clinical trials in oncology have used increasingly complex methodologies, such as causal inference methods for intercurrent events, external control, and covariate adjustment, posing challenges ...

Sharing directed acyclic graphs makes assumptions underlying a model explicit and, therefore, foster scientific dialogue. Determining the direction of causality can, for example, be challenging for ...