Selected Publications

HuggingGraph: Understanding the Supply Chain of LLM Ecosystem

Overview

HuggingGraph, the first work to systematically collect the LLM supply chain information and analyze it at scale.

  • 📦 Systematically collect LLM supply chain data – We curate large-scale metadata connecting models and datasets across the LLM ecosystem.
  • 🔗 Construct an LLM supply chain graph – We build a directed, heterogeneous graph that captures relationships between base models, fine-tuned models, adapters, quantized/merged variants, and datasets.
  • 🔍 Perform rich graph analytics – We conduct forward and backward analyses to trace lineage, uncover dependencies, and derive insights into risks and evolution in the LLM supply chain.