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Ioannis N. Athanasiadis

3 accepted papers

2025

Hybrid Phenology Modeling for Predicting Temperature Effects on Tree Dormancy

AAAI 2025technical

Biophysical models offer valuable insights into climate-phenology relationships in both natural and agricultural settings. However, there are substantial structural discrepancies across models which require site-specific recalibration, often yielding inconsistent predictions under similar climate sc…

2025

To Measure or Not: A Cost-Sensitive, Selective Measuring Environment for Agricultural Management Decisions with Reinforcement Learning

AAAI 2025technical

Farmers rely on in-field observations to make well-informed crop management decisions to maximize profit and minimize adverse environmental impact. However, obtaining real-world crop state measurements is labor-intensive, time-consuming and expensive. In most cases, it is not feasible to gather crop…

2022

Learning Long-Term Crop Management Strategies with CyclesGym

NeurIPS 2022accept

To improve the sustainability and resilience of modern food systems, designing improved crop management strategies is crucial. The increasing abundance of data on agricultural systems suggests that future strategies could benefit from adapting to environmental conditions, but how to design these ada…

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