A Lightweight High-Resolution RS Image Road Extraction Method Combining Multi-Scale and Attention Mechanism. - Rui Wang; Mingxiang Cai; Zixuan Xia (IEEE Access, 2023)

Remote Sensing Image Road Segmentation Method Integrating CNN-Transformer and UNet. - Rui Wang; Mingxiang Cai; Zixuan Xia; Zhicui Zhou (IEEE Access, 2023)

SSS: Editing Factual Knowledge in Language Models towards Semantic Sparse Space. - Huazheng Wang; Haifeng Sun 001; Jingyu Wang 001; Qi Qi 001; Zixuan Xia; Menghao Zhang 004; Jianxin Liao (ACL (Findings), 2024)

MDR: Model-Specific Demonstration Retrieval at Inference Time for In-Context Learning. - Huazheng Wang; Jinming Wu; Haifeng Sun 001; Zixuan Xia; Daixuan Cheng; Jingyu Wang 001; Qi Qi 001; Jianxin Liao (NAACL-HLT, 2024)

Vertical Profiles of Aerosols Induced by Dust, Smoke, and Fireworks in the Cold Region of Northeast China. - Lingjian Duanmu; Weiwei Chen; Li Guo; Yuan Yuan; Hongwu Yang; Jing Fu; Guoqing Song; Zixuan Xia (Remote. Sens., 2024)

The Threat of PROMPTS in Large Language Models: A System and User Prompt Perspective. - Zixuan Xia; Haifeng Sun 001; Jingyu Wang 001; Qi Qi 001; Huazheng Wang; Xiaoyuan Fu; Jianxin Liao (ACL (Findings), 2025)

AED-Net: A High-Resolution Remote Sensing Image Road Extraction Method Integrating Atrous Spatial Pyramid Pooling and Efficient Channel Attention Mechanism. - Jintong Ren; Lizhi Liu; Zixuan Xia; Yang Liu (IEEE Access, 2025)

KOALA++: Efficient Kalman-Based Optimization of Neural Networks with Gradient-Covariance Products. - Zixuan Xia; Aram Davtyan; Paolo Favaro (CoRR, 2025)