💻 Selected Research Papers

• Liu, F., Zhao, S., Gu, X., Ling, F., Zhuang, P., Li, Y., Su, R., Fang, L., Zhou, L., Huang, J., & Bai, L. (2026). OpenSWI: A Massive-Scale Benchmark Dataset for Surface Wave Dispersion Curve Inversion
• Liu, F., Li, Y.-X., Su, R., Huang, J.-P., & Bai, L. (2025). Deep Reparameterization for Full Waveform Inversion: Architecture Benchmarking, Robust Inversion, and Multiphysics Extension
• Liu, F., Deng, B., Su, R., Bai, L., & Ouyang, W. (2025). DispFormer: A Pretrained Transformer Incorporating Physical Constraints for Dispersion Curve Inversion
• Liu, F., Li, H., Zou, G., & Li, J. (2025). Automatic Differentiation-Based Full Waveform Inversion With Flexible Workflows
• Liu, F., Li, J., Fu, L., & Lu, L. (2024). Multimodal Surface Wave Inversion with Automatic Differentiation