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Manifold Optimization

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Alimama Tech
Alimama Tech
Nov 3, 2021 · Artificial Intelligence

Curvature Learning Framework (CurvLearn): A TensorFlow‑Based Library for Non‑Euclidean Deep Learning

CurvLearn is a TensorFlow-based open-source library enabling deep learning on curved manifolds (hyperbolic, spherical, mixed) with manifold implementations, Riemannian operations, optimizers, and distributed training, and it has been applied to recommendation, graph, and NLP tasks while providing custom ANN tools and practical training tips.

Curvature LearningManifold OptimizationTensorFlow
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Curvature Learning Framework (CurvLearn): A TensorFlow‑Based Library for Non‑Euclidean Deep Learning