Generative Procedural Graph Guidance combines locate, extract, and generate: at step t, Match locates the active node u_t in V from the most recent procedure a_(t-1); the 2-hop directed neighborhood N_h(u_t) is extracted (or full graph G as fallback); and guidance model Psi generates step-level situational guidance g_t from G_t, user query q, and recent trajectory window T_(t-w:t) (w=3), which is appended to the solver prompt. · CiteArk
Generative Procedural Graph Guidance combines locate, extract, and generate: at step t, Match locates the active node u_t in V from the most recent procedure a_(t-1); the 2-hop directed neighborhood N_h(u_t) is extracted (or full graph G as fallback); and guidance model Psi generates step-level situational guidance g_t from G_t, user query q, and recent trajectory window T_(t-w:t) (w=3), which is appended to the solver prompt.
