Philosophie
PulseAugur coverage of Philosophie — every cluster mentioning Philosophie across labs, papers, and developer communities, ranked by signal.
2 day(s) with sentiment data
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New bounds reveal configuration-dependent limits for shallow ReLU networks on spheres
Researchers have established new theoretical bounds for the approximation capabilities of shallow ReLU$^k$ neural networks when operating on a sphere. The findings indicate that the approximation accuracy is dependent o…
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New deep variational framework computes stable liquid crystal configurations
Researchers have developed a novel deep variational framework (DVF) to accurately compute stable configurations of confined smectic liquid crystals. This method addresses the challenge of modeling complex geometries by …
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New theory for neural network approximation of elliptic spectral equations
Researchers have developed a rigorous theoretical framework for approximating elliptic spectral equations using linearized ReLU^k neural networks. The method employs discrete residual least-squares approximation on coll…