Qiang Li

ID-Based Hybrid Network Architecture for the AIoT

2021

Recently, the frequent occurrence of security issues in the Internet of Things (IoT) systems has become serious concerns. In this article, we propose an identifier-based IoT security architecture IIAS that is well suited for resource-constrained …

Robust One-Shot Segmentation of Brain Tissues via Image-Aligned Style Transformation

2023 · Proceedings of the AAAI Conference on Artificial Intelligence

One-shot segmentation of brain tissues is typically a dual-model iterative learning: a registration model (reg-model) warps a carefully-labeled atlas onto unlabeled images to initialize their pseudo masks for training a segmentation model (seg-model); the seg-model …

C-DPSS: Channel dual-phase sparsity pruning framework for spiking neural networks

2026 · Neurocomputing

Spiking Neural Networks (SNNs) have emerged as an essential paradigm for brain-inspired computing, achieving superior energy efficiency on neuromorphic hardware. However, as network scale increases, SNNs encounter growing challenges in deployment efficiency. While structured pruning …

Review on Ansatz Architectures of Variational Quantum Algorithms for Continuous Optimization: From Fixed Structures to Adaptive Evolution

2026 · Processes

Variational quantum algorithms (VQAs) are a leading framework for realizing quantum advantages in the Noisy Intermediate-Scale Quantum (NISQ) era, with applications spanning discrete combinatorial problems and continuous optimization. While the topologies of parameterized quantum circuits …