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Curvature Learning

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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
0 likes · 13 min read
Curvature Learning Framework (CurvLearn): A TensorFlow‑Based Library for Non‑Euclidean Deep Learning
Alimama Tech
Alimama Tech
Sep 15, 2021 · Artificial Intelligence

Alibaba Mama Open‑sources Curvature Learning Framework and Federated Learning Solution

Alibaba Mama announced the open‑source release of its Curvature Space Learning Framework and a Federated Learning Solution, promising up to 80% storage savings, 15% matching‑precision gains, enhanced privacy through federated computation, and broader applicability across search advertising, logistics, finance and healthcare.

AICurvature LearningFederated Learning
0 likes · 8 min read
Alibaba Mama Open‑sources Curvature Learning Framework and Federated Learning Solution