state-graph

ScreenSearch introduces a system for ambiguity-aware desktop exploration, combining structural screen retrieval and deduplication with a PUCT graph-bandit to handle partial observability in GUI agents. It collects over 1M screenshots across 11 applications and demonstrates a novelty–ambiguity trade-off in exploration policies.