2 papers
cs.IR2026
Quantization Beyond Uniform Bit Allocation
K. S. Sreeramji, Sabyasachi Basu, Ravishankar Krishnaswamy +2
Quantization is a fundamental technique to handle the growing sizes of embeddings generated by modern models. Existing quantization schemes are largely embedding agnostic and alloc…
cs.CV2025
Quantization Range Estimation for Convolutional Neural Networks
Bingtao Yang, Yujia Wang, Mengzhi Jiao +1
Post-training quantization for reducing the storage of deep neural network models has been demonstrated to be an effective way in various tasks. However, low-bit quantization while…