Introduces stage-aware sparsity via Visual Token Compressor for modality alignment and Layer Dynamic Skipper for instruction tuning to improve MLLM training efficiency.
Advancing multimodal large language mod- els with quantization-aware scale learning for efficient adap- tation,
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Improving MLLM Training Efficiency via Stage-Aware Sparsity
Introduces stage-aware sparsity via Visual Token Compressor for modality alignment and Layer Dynamic Skipper for instruction tuning to improve MLLM training efficiency.