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Riemannian optimization

Optimization methods on Riemannian manifolds.

Papers

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Showing 1–25 of 153 papers

TitleStatusHype
Geoopt: Riemannian Optimization in PyTorchCode2
FireANTs: Adaptive Riemannian Optimization for Multi-Scale Diffeomorphic MatchingCode2
Riemannian Optimization on Relaxed Indicator Matrix ManifoldCode2
Symmetric Spaces for Graph Embeddings: A Finsler-Riemannian ApproachCode2
Geomstats: A Python Package for Riemannian Geometry in Machine LearningCode2
geomstats: a Python Package for Riemannian Geometry in Machine LearningCode2
Riemannian Adaptive Optimization MethodsCode2
Projective Manifold Gradient Layer for Deep Rotation RegressionCode1
Graph Neural Networks on SPD Manifolds for Motor Imagery Classification: A Perspective from the Time-Frequency AnalysisCode1
Tensor-Train Density EstimationCode1
Fast hyperboloid decision tree algorithmsCode1
Poincaré Embeddings for Learning Hierarchical RepresentationsCode1
Averaging Stochastic Gradient Descent on Riemannian Manifolds—0
A Variance-Reduced Stochastic Gradient Tracking Algorithm for Decentralized Optimization with Orthogonality Constraints—0
A Manifold Approach to Learning Mutually Orthogonal Subspaces—0
Automatic differentiation for Riemannian optimization on low-rank matrix and tensor-train manifolds—0
Affinity guided Geometric Semi-Supervised Metric Learning—0
Accelerated Riemannian Optimization: Handling Constraints with a Prox to Bound Geometric Penalties—0
Faster Randomized Methods for Orthogonality Constrained Problems—0
Coupling Matrix Manifolds and Their Applications in Optimal Transport—0
Convergence results for projected line-search methods on varieties of low-rank matrices via Łojasiewicz inequality—0
A dual framework for low-rank tensor completion—0
Design of Artificial Interference Signals for Covert Communication Aided by Multiple Friendly Nodes—0
Differential Evolution for Grassmann Manifold Optimization: A Projection Approach—0
Convergence and complexity of block majorization-minimization for constrained block-Riemannian optimization—0
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