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Sein Park

2 accepted papers

2023

NIPQ: Noise Proxy-Based Integrated Pseudo-Quantization

CVPR 2023poster

Straight-through estimator (STE), which enables the gradient flow over the non-differentiable function via approximation, has been favored in studies related to quantization-aware training (QAT). However, STE incurs unstable convergence during QAT, resulting in notable quality degradation in low-pre…

2022

Symmetry Regularization and Saturating Nonlinearity for Robust Quantization

ECCV 2022poster

"Robust quantization improves the tolerance of networks for various implementations, allowing the maintenance of accuracy in a different bit-width or quantization policy. It offers appealing candidates, especially when the target objective (i.e., energy consumption and performance) is not static and…

Cited by 4SourcePDFScholar