most citedFrom the perspective of perceptual speech quality: The robustness of frequency bands to noise

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stat.ML2026

Multi-Scale Dequant: Eliminating Dequantization Bottleneck via Activation Decomposition for Efficient LLM Inference

Lingchao Zheng, Yuwei Fan, Jun Li +5

Quantization is essential for efficient large language model (LLM) inference, yet the dequantization step-converting low-bit weights back to high-precision for matrix multiplicatio…