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MC-DeTra improves dynamic, socially-situated trajectory forecasting while preserving or improving detection accuracy; a gradient-based loss-calibration analysis exposes how the auxiliary objectives compete at the shared backbone, and the ablation identifies which signals contribute most.
MLLMs choke on long videos, but FocusGraph's graph-structured summarization lets them ace question answering while slashing inference time.
