Yiyan Zhang

Dual-Feature Attention-Based Contrastive Prototypical Clustering for Multimodal Remote Sensing Data

2024 · IEEE Transactions on Geoscience and Remote Sensing

The integrated use of multisource remote sensing (RS) data in Earth observation missions has garnered considerable attention. Hyperspectral images (HSIs) offer extensive spatial and spectral detail, whereas light detection and ranging (LiDAR) data provide elevation …

Scientific AI systems require domain-aware robustness validation

2026 · Cell Reports Physical Science

AI has become an essential tool in many areas of scientific discovery. However, its robustness, particularly in high-stakes scientific applications, remains insufficiently understood. While adversarial vulnerabilities have been widely studied in image recognition, their implications …