Riemannian optimization

Optimization methods on Riemannian manifolds.

Papers

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Showing 101–125 of 153 papers

Title	Date	Tasks	Status	Hype
Learning Weighted Submanifolds with Variational Autoencoders and Riemannian Variational Autoencoders	Nov 19, 2019	Riemannian optimizationTime Series Analysis	—Unverified	0
Coupling Matrix Manifolds and Their Applications in Optimal Transport	Nov 15, 2019	Riemannian optimization	—Unverified	0
Spherical Text Embedding	Nov 4, 2019	ClusteringRiemannian optimization	CodeCode Available	0
Hyperbolic Node Embedding for Signed Networks	Oct 29, 2019	Network EmbeddingOpen-Ended Question Answering	—Unverified	0
GODS: Generalized One-class Discriminative Subspaces for Anomaly Detection	Aug 16, 2019	Anomaly DetectionNovelty Detection	—Unverified	0
Riemannian optimization on the simplex of positive definite matrices	Jun 25, 2019	Riemannian optimization	—Unverified	0
Optimal low rank tensor recovery	Jun 12, 2019	Riemannian optimization	—Unverified	0
Learning Mixed-Curvature Representations in Product Spaces	May 1, 2019	Riemannian optimizationWord Embeddings	—Unverified	0
Block-Coordinate Minimization for Large SDPs with Block-Diagonal Constraints	Mar 2, 2019	Riemannian optimization	—Unverified	0
Riemannian joint dimensionality reduction and dictionary learning on symmetric positive definite manifold	Feb 11, 2019	ClassificationDictionary Learning	—Unverified	0
Riemannian optimization with a preconditioning scheme on the generalized Stiefel manifold	Feb 5, 2019	Dimensionality ReductionRiemannian optimization	—Unverified	0
Hamiltonian Monte-Carlo for Orthogonal Matrices	Jan 23, 2019	Riemannian optimization	—Unverified	0
Accelerated Inference in Markov Random Fields via Smooth Riemannian Optimization	Oct 27, 2018	Image SegmentationRiemannian optimization	CodeCode Available	0
Riemannian Adaptive Optimization Methods	Oct 1, 2018	Riemannian optimizationStochastic Optimization	CodeCode Available	2
Learning Discriminative Video Representations Using Adversarial Perturbations	Sep 1, 2018	Binary ClassificationRiemannian optimization	—Unverified	0
Contrastive Video Representation Learning via Adversarial Perturbations	Jul 24, 2018	Action RecognitionBinary Classification	—Unverified	0
Low-Rank Riemannian Optimization on Positive Semidefinite Stochastic Matrices with Applications to Graph Clustering	Jul 1, 2018	ClusteringGraph Clustering	—Unverified	0
Geometry Aware Constrained Optimization Techniques for Deep Learning	Jun 1, 2018	Deep LearningMetric Learning	—Unverified	0
geomstats: a Python Package for Riemannian Geometry in Machine Learning	May 21, 2018	BIG-bench Machine LearningGPU	CodeCode Available	2
Non-Linear Temporal Subspace Representations for Activity Recognition	Mar 27, 2018	Action RecognitionActivity Recognition	—Unverified	0
Provably robust estimation of modulo 1 samples of a smooth function with applications to phase unwrapping	Mar 9, 2018	DenoisingRiemannian optimization	—Unverified	0
Averaging Stochastic Gradient Descent on Riemannian Manifolds	Feb 26, 2018	Riemannian optimization	—Unverified	0
A dual framework for low-rank tensor completion	Dec 4, 2017	Riemannian optimization	—Unverified	0
Dimensionality Reduction on Grassmannian via Riemannian Optimization: A Generalized Perspective	Nov 17, 2017	Dimensionality ReductionRiemannian optimization	—Unverified	0
Riemannian Optimization via Frank-Wolfe Methods	Oct 30, 2017	Riemannian optimization	CodeCode Available	0

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