Publications

Papers & manuscripts

Publications are listed newest-first. 'me' marks the site owner for author highlighting. Add PDF / code / arXiv links as they become available.

2025★ selected

Boosting the SDE Framework of Generative Models towards Time-Series Data

S. M. Hosseini D., S. Barak
In preparation

Extending the stochastic-differential-equation view of diffusion generative models to the structure and dependencies of time-series data.

In preparationDiffusionSDETime seriesGenerative models
2024★ selected

Enhancing Meta-Learning Retail Forecasting with Diffusion

S. Barak, S. M. Hosseini D.
Submitted to the European Journal of Operational Research (EJOR)

Applying diffusion-based generative modeling to strengthen meta-learning approaches for retail demand forecasting.

Under reviewDiffusionMeta-learningForecasting