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Yiang Luo

2 accepted papers

2025

Fast and Slow Gradient Approximation for Binary Neural Network Optimization

AAAI 2025technical

Binary Neural Networks (BNNs) have garnered significant attention due to their immense potential for deployment on edge devices. However, the non-differentiability of the quantization function poses a challenge for the optimization of BNNs, as its derivative cannot be backpropagated. To address this…

2024

Exploring Adversarial Robustness of Deep State Space Models

NeurIPS 2024poster

Deep State Space Models (SSMs) have proven effective in numerous task scenarios but face significant security challenges due to Adversarial Perturbations (APs) in real-world deployments. Adversarial Training (AT) is a mainstream approach to enhancing Adversarial Robustness (AR) and has been validate…