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cs.CV2025
Adaptive Distribution-aware Quantization for Mixed-Precision Neural Networks
Shaohang Jia, Zhiyong Huang, Zhi Yu +3
Quantization-Aware Training (QAT) is a critical technique for deploying deep neural networks on resource-constrained devices. However, existing methods often face two major challen…
cs.CV2025
Intriguing Frequency Interpretation of Adversarial Robustness for CNNs and ViTs
Lu Chen, Han Yang, Hu Wang +3
Adversarial examples have attracted significant attention over the years, yet understanding their frequency-based characteristics remains insufficient. In this paper, we investigat…