Biography

Hi! This is Xuerui Qiu. I’m currently a Ph.D student at the Institue of Automation, Chinese Academy of Sciences with Prof. Guoqi Li as my supervisor. I obtained my Bachelor’s Degree from the University of Electronic Science and Technology of China in 2024, with Prof. Liang-Jian Deng and Prof. Malu Zhang as my supervisor. My research interests include AI4S, 3D Computer Vision, and Model Compression.

Experiences

• July. 2024 - Now, Ph.D. student, Institue of Automation, Chinese Academy of Sciences

• Sept. 2020 - July. 2024, Undergradute, University of Electronic Science and Technology of China

Publications

High-Performance Temporal Reversible Spiking Neural Networks with O(L) Training Memory and O(1) Inference Cost

Hu J K, Yao M, Qiu X, et al. High-Performance Temporal Reversible Spiking Neural Networks with O(L) Training Memory and O(1) Inference Cost. ICML 2024.

RSC-SNN: Exploring the Trade-off Between Adversarial Robustness and Accuracy in Spiking Neural Networks via Randomized Smoothing Coding

Wu K, Yao M, Chou Y, Qiu X, et al. RSC-SNN: Exploring the Trade-off Between Adversarial Robustness and Accuracy in Spiking Neural Networks via Randomized Smoothing Coding. ACM MM 2024.

Tensor decomposition based attention module for spiking neural networks

Deng H, Zhu R, Qiu X, et al. Tensor decomposition based attention module for spiking neural networks[J]. Knowledge-Based Systems, 2024, 295: 111780.

Gated attention coding for training high-performance and efficient spiking neural networks

Qiu X, Zhu R J, Chou Y, et al. Gated attention coding for training high-performance and efficient spiking neural networks. AAAI 2024.

When Spiking Neural Networks Meet Temporal Attention Image Decoding and Adaptive Spiking Neuron

Qiu X, Luan Z, Wang Z, et al. When Spiking neural networks meet temporal attention image decoding and adaptive spiking neuron. ICLR 2023.

VTSNN: a virtual temporal spiking neural network

Qiu X R, Wang Z R, Luan Z, et al. VTSNN: a virtual temporal spiking neural network. Frontiers in Neuroscience, 2023, 17: 1091097.

Academic Services

Conference Reviewer: CVPR 2025; ICLR 2025; NeurIPS 2024; ECCV 2024; ACM MM 2024.

Journal Reviewer: IEEE TNNLS; IEEE TETCI; IEEE TCDS; ACM TKDD. Neurocomputing.

Honors & Awards

• China National Scholarship, 2022
• Excellent graduates of Sichuan Province, 2024
• Excellent graduates of University of Electronic Science and Technology of China, 2024