Li Huang

Experimental Results of Target Classification Using mm Wave Corner Radar Sensors

2018

Target classification based on the power intensity models has been used to post-process the measured data captured by on-vehicle mmWave radar sensors. By grouping the point targets with compensated ego motion, moving vehicles and pedestrians …

Neuron Semantic-Guided Test Generation for Deep Neural Networks Fuzzing

2024 · ACM Transactions on Software Engineering and Methodology

In recent years, significant progress has been made in testing methods for deep neural networks (DNNs) to ensure their correctness and robustness. Coverage-guided criteria, such as neuron-wise, layer-wise, and path-/trace-wise, have been proposed for DNN …

AI Pangaea: Unifying Intelligence Islands for Adapting Myriad Tasks

2025 · arXiv (Cornell University)

The pursuit of artificial general intelligence continuously demands generalization in one model across myriad tasks, even those not seen before. However, current AI models are isolated from each other for being limited to specific tasks, …

The Tower of Babel Revisited: Multilingual Jailbreak Prompts on Closed-Source Large Language Models

2025 · arXiv (Cornell University)

Large language models (LLMs) have seen widespread applications across various domains, yet remain vulnerable to adversarial prompt injections. While most existing research on jailbreak attacks and hallucination phenomena has focused primarily on open-source models, we …