Publications by authors named "Ankitesh Gupta"
Article Synopsis
- Climate change projections rely on physical models that struggle with small-scale processes, leading to uncertainties in predictions.
- Recent machine learning algorithms show potential for improving these models but often fail when applied to new climate conditions they weren't originally trained on.
- The proposed "climate-invariant" ML framework integrates physical knowledge into machine learning, enhancing accuracy and adaptability across various climate scenarios and improving Earth system modeling.
