Abstract: Graph algorithms such as shortest-path and heuristic search form the computational backbone of applications in robotics, navigation, and communication networks. However, their tight inner ...

GraphQL powers Shopify’s data layer of commerce. We use it to serve deeply nested queries that scale geometrically—like fetching 250 products with 250 variants each—creating fan-out that GraphQL APIs ...

Precise path: vector/FTS5 search → community expansion → graph walk → PPR ranking Generalized path: query vector vs community summary embeddings → community members → PPR ranking Community summaries ...

GraphQL powers Shopify’s data layer of commerce. We use it to serve deeply nested queries that scale geometrically—like fetching 250 products with 250 variants each—creating fan-out that GraphQL APIs ...

Abstract: Multivariate data contain an abundance of information and many techniques have been proposed to allow humans to navigate this information in an ordered fashion. For this work, we focus on ...