Ilan Naiman

1. Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs
   2023/10/04 by Ilan Naiman, Naiman, Ilan, N. Benjamin Erichson +7 · 12 citations
   Computer Science · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks #Time Series Analysis and Forecasting
2. Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series
   2024/10/25 by Ilan Naiman, Nimrod Berman, Naiman, Ilan +9 · 9 citations
   Computer Science · #Neural Networks and Applications #Time Series Analysis and Forecasting
3. Sample and Predict Your Latent: Modality-free Sequential Disentanglement via Contrastive Estimation
   2023/05/25 by Ilan Naiman, Naiman, Ilan, Nimrod Berman +3 · 5 citations
   Computer Science · #Generative Adversarial Networks and Image Synthesis #Music and Audio Processing #Digital Media Forensic Detection
4. Learning Physics for Unveiling Hidden Earthquake Ground Motions via Conditional Generative Modeling
   2024/07/21 by Pu Ren, Rie Nakata, Ren, Pu +21 · 2 citations
   Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Geophysics (physics.geo-ph) #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Seismology and Earthquake Studies
5. One-Step Offline Distillation of Diffusion-based Models via Koopman Modeling
   2025/05/19 by Nimrod Berman, Ilan Naiman, Berman, Nimrod +7 · 6 citations
   Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Quantum many-body systems
6. Time Series Generation Under Data Scarcity: A Unified Generative Modeling Approach
   2025/05/26 by Tal Gonen, Itai Pemper, Gonen, Tal +7 · 4 citations
   Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods