ScreenSearch combines structural screen retrieval and deduplication with an ambiguity-aware PUCT graph-bandit to collect over 1M screenshots and 30K deduplicated states across 11 desktop applications, showing a novelty-ambiguity trade-off in exploration policies.
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Engagement Process decouples actions and observations into separate time-based event streams within a POMDP structure to explicitly model timing mismatches, deliberation latency, and multi-rate interactions.
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ScreenSearch: Uncertainty-Aware OS Exploration
ScreenSearch combines structural screen retrieval and deduplication with an ambiguity-aware PUCT graph-bandit to collect over 1M screenshots and 30K deduplicated states across 11 desktop applications, showing a novelty-ambiguity trade-off in exploration policies.
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Engagement Process: Rethinking the Temporal Interface of Action and Observation
Engagement Process decouples actions and observations into separate time-based event streams within a POMDP structure to explicitly model timing mismatches, deliberation latency, and multi-rate interactions.