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Stop leaving money on the table: a joint bidding and pricing framework closes the gap between predicted and optimal bids, boosting ad revenue by 4.7%.
Stop predicting the future, start predicting *change*: $Δ$VLA guides robotic action by modeling how world knowledge *varies* under actions, not by forecasting absolute future states.