Stage-adaptive Token Selection for Efficient Omni-modal LLMs

Stage-adaptive token selection framework reduces computational overhead in omni-modal LLMs by pruning audio-visual tokens with layer-aware, cross-modal importance weighting rather than fixed per-modality ratios.