Geometry

Riemannian Projection-free Online Learning NeurIPS 2023 Riemannian SAM: Sharpness-Aware Minimization on Riemannian Manifolds NeurIPS 2023 Shape Analysis of Euclidean Curves under Frenet-Serret Framework ICCV 2023 SIGMA: Scale-Invariant Global Sparse Shape Matching ICCV 2023 Sparse PCA: a Geometric Approach JMLR 2023 Stable Vectorization of Multiparameter Persistent Homology using Signed Barcodes as Measures NeurIPS 2023 Statistical Analysis of Karcher Means for Random Restricted PSD Matrices AISTATS 2023 Symmetry-Informed Geometric Representation for Molecules, Proteins, and Crystalline Materials NeurIPS 2023 The Exact Sample Complexity Gain from Invariances for Kernel Regression NeurIPS 2023 The Geometry of Neural Nets' Parameter Spaces Under Reparametrization NeurIPS 2023 The Hyperspherical Geometry of Community Detection: Modularity as a Distance JMLR 2023 The Persistent Laplacian for Data Science: Evaluating Higher-Order Persistent Spectral Representations of Data ICML 2023 Topological Obstructions and How to Avoid Them NeurIPS 2023 Topological Parallax: A Geometric Specification for Deep Perception Models NeurIPS 2023 Topological Singularity Detection at Multiple Scales ICML 2023 Towards a Unified Analysis of Kernel-based Methods Under Covariate Shift NeurIPS 2023 Trajectory Alignment: Understanding the Edge of Stability Phenomenon via Bifurcation Theory NeurIPS 2023 Untangled: A Complete Dynamic Topological Logic AAAI 2023 A Differentially Private Linear-Time fPTAS for the Minimum Enclosing Ball Problem NeurIPS 2022 A Hybrid Quantum-Classical Algorithm for Robust Fitting CVPR 2022 A Riemannian Framework for Analysis of Human Body Surface WACV 2022 A Unified Model for Line Projections in Catadioptric Cameras With Rotationally Symmetric Mirrors CVPR 2022 Convergence and Recovery Guarantees of the K-Subspaces Method for Subspace Clustering ICML 2022 DeepCurrents: Learning Implicit Representations of Shapes With Boundaries CVPR 2022 Deep Networks on Toroids: Removing Symmetries Reveals the Structure of Flat Regions in the Landscape Geometry ICML 2022