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Hugo Henri Joseph Senetaire

2 accepted papers

2025

ChronosX: Adapting Pretrained Time Series Models with Exogenous Variables

AISTATS 2025poster

Covariates provide valuable information on external factors that influence time series and are critical in many real-world time series forecasting tasks. For example, in retail, covariates may indicate promotions or peak dates such as holiday seasons that heavily influence demand forecasts. Recent a…

Cited by 0SourceScholar
2023

Explainability as statistical inference

ICML 2023poster

A wide variety of model explanation approaches have been proposed in recent years, all guided by very different rationales and heuristics. In this paper, we take a new route and cast interpretability as a statistical inference problem. We propose a general deep probabilistic model designed to produc…

Cited by 5SourcePDFScholar