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Xianjie Guo

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Book Open access Aug 2026

Federated Nonlinear Causal Discovery via Divide-and-Conquer Learning

DC-FNCD (Divide-and-Conquer based Federated Nonlinear Causal Discovery) is proposed, which decomposes the global problem into independent per-variable neighborhood learning tasks, enabling lossless federated aggregation without raw data exchange.

Xianjie Guo, Shuai Yang, Lin Ma et al. · Proceedings of the 32nd ACM... · 0 citations