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Explicitly aligning audio and video streams in a multimodal Transformer boosts emotion recognition, showing that ignoring frame-rate differences hurts performance.
Forget full-network finetuning: adapting only a low-dimensional decoder subspace unlocks state-of-the-art zero-shot depth completion with significantly improved efficiency.
