Task-Specific Prompt with Global Context for Multi-Task Graph Pre-Training
TPGC is proposed, a dual-prior prompt initialization solution that explicitly models the synergy between task prior and structural prior, and achieves consistently better performance under few-shot settings than state-of-the-art baselines, with fewer downstream tunable parameters and lower runtime.