Evolving in Thought Space: Training a Small Model at Test Time Unlocks Better Discoveries

What this work does

Guidance-TTT adapts a compact model at test time to suggest high-level strategy changes while a stronger frozen model implements complete executable solutions. This separates strategic learning from implementation and reduces the cost of discovery-time policy updates.