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Author

Jian-Wei Ma

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Preprint Sep 2026

Efficient One-Step Surface-Wave Tomography through Implicit Differentiation and Jacobian Factorization

Surface-wave tomography provides important constraints on the crust and upper mantle, but directly inverting millions of measurements for three-dimensional structure remains computationally demanding. We develop an efficient Gauss--Newton framework for one-step surface-wave tomography that jointly inverts multiperiod i...

Yiran Jiang, Ping Tong, Jian-Wei Ma · 0 citations
#artificial intelligence Preprint Sep 2026

Structural Alignment for Reliable Industrial AI: Bridging Physical Reality, Data, Models, and Human Intent

This framework proposes a framework that views industrial AI reliability as a problem of structural alignment across four interacting worlds: physical, representational, machine, and human cognitive, and offers a principled foundation for assessing and governing reliability in industrial AI systems.

Li-Zhi Xiao, Si-Hong Wu, Victoria Xiao et al. · 0 citations

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