Omri Azencot
12 papers · 2020–2025 · 5 conferences · across top CS/AI conferences
Achievements
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๐บ๏ธ Taxonomy Completionist (13) ๐ Interdisciplinary Bridge ๐งญ Keyword Pioneer ๐ Academic Marathon (5) ๐ฃ Hot Topic Early Bird
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Cross-Pollinator
(14)
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Conference Polyglot
(5)
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Grand Slam
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Triple Crown
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Century Club
(12)
Conferences
ICML (6)
ICLR (3)
AAAI (1)
AISTATS (1)
NIPS (1)
Top co-authors
Keywords
representation learning
(3)
contrastive learning
(1)
variational inference
(1)
sentiment analysis
(1)
self-supervised learning
(1)
neural network analysis
(1)
intrinsic dimension
(1)
eigenvalue decomposition
(1)
time series forecasting
(1)
nonlinear dynamics
(1)
semantic information
(1)
image manifold
(1)
latent representation
(1)
dynamical system
(1)
convolutional neural network
(1)
generalization capability
(1)
latent space
(1)
autoencoder architecture
(1)
koopman theory
(1)
koopman operator
(1)
Papers
A Multi-Task Learning Approach to Linear Multivariate Forecasting
AISTATS 2025
Curvature Enhanced Data Augmentation for Regression
ICML 2025
Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series
NIPS 2024
Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs
ICLR 2024
Sequential Disentanglement by Extracting Static Information From A Single Sequence Element
ICML 2024
First-Order Manifold Data Augmentation for Regression Learning
ICML 2024
Data Representationsโ Study of Latent Image Manifolds
ICML 2023
Sample and Predict Your Latent: Modality-free Sequential Disentanglement via Contrastive Estimation
ICML 2023
Multifactor Sequential Disentanglement via Structured Koopman Autoencoders
ICLR 2023
An Operator Theoretic Approach for Analyzing Sequence Neural Networks
AAAI 2023
Lipschitz Recurrent Neural Networks
ICLR 2021
Forecasting Sequential Data Using Consistent Koopman Autoencoders
ICML 2020