Author

Rajdeep Pathak

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#machine learning Review Sep 2026

Beyond Point Forecasts: A Survey on Probabilistic Forecasting for Time Series and Spatiotemporal Data

This survey develops a unified perspective by organizing probabilistic forecasting methods according to where and how uncertainty is introduced into the forecasting pipeline, and identifies unresolved challenges surrounding uncertainty in evolving dependency structures, physics-informed predictive distributions, foreca...

Donia Besher, Rajdeep Pathak, Madhurima Panja et al. · 0 citations

Jul 2026

ANGLE: Angular Neural Generative Learning via Engression

A lightweight deep generative framework, namely ANGLE, is introduced for non-parametric distributional regression on the circle and superior predictive performance and robust uncertainty quantification of the proposed method in these tasks are revealed.

Rajdeep Pathak, Archi Roy, Tanujit Chakraborty · arXiv.org · 0 citations