Data Party THU

Oct 3, 2025 · Artificial Intelligence

Unlocking Pre‑trained Graph Models: The UniPrompt Approach to Graph Prompt Learning

This article analyzes the current limitations of Graph Prompt Learning, reveals that representation‑level prompts are essentially equivalent to fine‑tuning a downstream classifier, and introduces UniPrompt—a method that leverages pre‑trained graph models while preserving input graph structure for superior in‑domain and cross‑domain performance.