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Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series
Naiman*, Berman*, Pemper, Arbiv, Fadlon, Azencot
Analyzing Deep Transformer Models for Time Series Forecasting via Manifold Learning
Kaufman, Azencot
Automated analysis of stereotypical movements in video recordings of children with Autism Spectrum Disorder
Barami, Manelis-Baram, Kaiser, Ilan, Slobodkin, Hadashi, Hadad, Waissengreen, Nitzan, Menashe, Michaelovsky, Begin, Zachor, Sadaka, Koler, Zagdon, Meiri, Azencot, Sharf, Dinstein
First-Order Manifold Data Augmentation for Regression Learning
Kaufman, Azencot
Sequential Disentanglement by Extracting Static Information From A Single Sequence Element
Berman*, Naiman*, Arbiv*, Fadlon*, Azencot
Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs
Naiman, Erichson, Ren, Mahoney, Azencot
Sample and Predict Your Latent: Modality-free Sequential Disentanglement via Contrastive Estimation
Naiman*, Berman*, Azencot
Data Representations’ Study of Latent Image Manifolds
Kaufman, Azencot
An Elastic Basis for Spectral Shape Correspondence
Hartwig, Sassen, Azencot, Rumpf, Ben-Chen
Multifactor Sequential Disentanglement via Structured Koopman Autoencoders
Berman*, Naiman*, Azencot
An Operator Theoretic Approach for Analyzing Sequence Neural Networks
Naiman, Azencot
A Differential Geometry Perspective on Orthogonal Recurrent Models
Azencot, Erichson, Ben-Chen, Mahoney
Lipschitz Recurrent Neural Networks
Erichson, Azencot, Queiruga, Hodgkinson, Mahoney
Modes of Homogeneous Gradient Flows
Cohen, Azencot, Lifshits, Gilboa
Forecasting Sequential Data Using Consistent Koopman Autoencoders
Azencot, Erichson, Lin, Mahoney
Operator-Based Representations of Discrete Tangent Vector Fields
Ben-Chen, Azencot
A Data-Driven Approach to Functional Map Construction and Bases Pursuit
Azencot, Lai
Consistent Dynamic Mode Decomposition
Azencot, Yin, Bertozzi
Consistent Shape Matching via Coupled Optimization
Azencot, Dubrovina, Guibas
Elastic Correspondence between Triangle Meshes
Ezuz, Heeren, Azencot, Rumpf, Ben-Chen
An explicit structure-preserving numerical scheme for EPDiff
Azencot, Vantzos, Ben-Chen
Consistent Functional Cross Field Design for Mesh Quadrangulation
Azencot, Corman, Ben-Chen, Ovsjanikov
Functional Thin Films on Surfaces (journal version)
Vantzos, Azencot, Wardetzky, Rumpf, Ben-Chen
Advection-Based Function Matching on Surfaces
Azencot, Vantzos, Ben-Chen
Functional Thin Films on Surfaces
Azencot, Vantzos, Wardetzky, Rumpf, Ben-Chen
Discrete Derivatives of Vector Fields on Surfaces – An Operator Approach
Azencot, Ovsjanikov, Chazal, Ben-Chen
Functional Fluids on Surfaces
Azencot, Weißmann, Ovsjanikov, Wardetzky, Ben-Chen
An Operator Approach to Tangent Vector Field Processing
Azencot, Ben-Chen, Chazal, Ovsjanikov
Map-Based Exploration of Intrinsic Shape Differences and Variability
Rustamov, Ovsjanikov, Azencot, Ben-Chen, Chazal, Guibas