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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 0Source ↗Scholar ↗
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 5Source ↗PDF ↗Scholar ↗