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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

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