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TTT can be made efficient for hours-long videos by focusing on just three frames and adapting the effective window size based on new information.
Answering at the wrong time can be as bad as answering incorrectly in streaming video, so this work introduces a new framework that learns when to answer based on the availability of supporting visual evidence.