Efimov, Dmitry

5 publications

TMLR 2026 Probabilistic Pretraining for Improved Neural Regression Boris N. Oreshkin, Shiv Kumar Tavker, Dmitry Efimov

ICLR 2026 Zero-Shot Forecasting by Simulation Alone Boris N. Oreshkin, Mayank Jauhari, Ravi Kiran Selvam, Malcolm Wolff, Wenhao Pan, Shankar Ramasubramanian, Kin G. Olivares, Tatiana Konstantinova, Andres Potapczynski, Mengfei Cao, Dmitry Efimov, Michael W. Mahoney, Andrew Gordon Wilson

NeurIPSW 2024 Effectively Leveraging Exogenous Information Across Neural Forecasters Andres Potapczynski, Kin G. Olivares, Malcolm Wolff, Andrew Gordon Wilson, Dmitry Efimov, Vincent Quenneville-Belair

NeurIPSW 2024 LLMForecaster: Improving Seasonal Event Forecasts with Unstructured Textual Data Hanyu Zhang, Chuck Arvin, Dmitry Efimov, Michael W. Mahoney, Dominique Perrault-Joncas, Shankar Ramasubramanian, Andrew Gordon Wilson, Malcolm Wolff

NeurIPSW 2024 ♠ SPADE ♠ Split Peak Attention DEcomposition Malcolm Wolff, Kin G. Olivares, Boris N. Oreshkin, Sunny Ruan, Sitan Yang, Abhinav Katoch, Shankar Ramasubramanian, Youxin Zhang, Michael W. Mahoney, Dmitry Efimov, Vincent Quenneville-Belair