Tag: intrinsic
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On Measuring Intrinsic Causal Attributions in Deep Neural Networks
On Measuring Intrinsic Causal Attributions in Deep Neural Networks arXiv:2505.09660v1 Announce Type: new Abstract: Quantifying the causal influence of input features within neural networks has become a topic of increasing interest. Existing approaches typically assess direct, indirect, and total causal effects. This work treats NNs as structural causal models (SCMs) and extends our focus to…
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Intrinsic Wrapped Gaussian Process Regression Modeling for Manifold-valued Response Variable
Intrinsic Wrapped Gaussian Process Regression Modeling for Manifold-valued Response Variable arXiv:2411.18989v1 Announce Type: new Abstract: In this paper, we propose a novel intrinsic wrapped Gaussian process regression model for response variable measured on Riemannian manifold. We apply the parallel transport operator to define an intrinsic covariance structure addressing a critical aspect of constructing a well…