DF-SSM distills Mamba-2 to 1-bit scaffold plus int8 low-rank correction for 9.7x compression and 21.4x faster inference, plus analysis showing three distinct processing phases across layers.
Qlora: Efficient finetuning of quantized llms
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Density Field State Space Models: 1-Bit Distillation, Efficient Inference, and Knowledge Organization in Mamba-2
DF-SSM distills Mamba-2 to 1-bit scaffold plus int8 low-rank correction for 9.7x compression and 21.4x faster inference, plus analysis showing three distinct processing phases across layers.