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Kang Eun Jeon

2 accepted papers

2025

Efficient Multi-bit Quantization Network Training via Weight Bias Correction and Bit-wise Coreset Sampling

NeurIPS 2025poster

Multi-bit quantization networks enable flexible deployment of deep neural networks by supporting multiple precision levels within a single model. However, existing approaches suffer from significant training overhead as full-dataset updates are repeated for each supported bit-width, resulting in a c…

Cited by 0SourceScholar
2025

MSQ: Memory-Efficient Bit Sparsification Quantization

ICCV 2025poster

As deep neural networks (DNNs) see increased deployment on mobile and edge devices, optimizing model efficiency has become crucial. Mixed-precision quantization is widely favored, as it offers a superior balance between efficiency and accuracy compared to uniform quantization. However, finding the o…

Cited by 0SourcePDFScholar