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See Better, Foresee Better, Act Wiser: Physically Grounded Proactive Modeling and Decision Making
This work studies retail service from sparse third-person video: before an explicit customer request, an agent must use limited human-object interaction evidence to intervene or remain silent, and introduces the Proactive Intent World Model, which advances static intent recognition toward intent world modeling by organ...
CARE: Context-Aware Ranking Evolution with Executable Scoring Programs for Budgeted Reaction Optimization
CARE is introduced, a reference-conditioned controller that separates program synthesis from experiment selection and attains the lowest normalized regret, the highest normalized best-so-far AUC, and the highest Top-1% Success@15 among the evaluated methods.