Author

Pallavi Mitra

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#artificial intelligence Jul 2024

Automated Computational Energy Minimization of ML Algorithms using Constrained Bayesian Optimization

This work evaluates Constrained Bayesian Optimization with the primary objective of minimizing energy consumption and subject to the constraint that the generalization performance is above some threshold and demonstrates that CBO achieves lower energy consumption without compromising the predictive performance of ML models.

Pallavi Mitra, F. Biessmann · arXiv.org · 0 citations

#artificial intelligence Preprint Aug 2026

Accuracy and Robustness of Model Cascades Under Data Perturbations

These findings demonstrate that energy efficient model cascades require evaluation beyond clean accuracy, with explicit attention to routing reliability under distribution shift, and select a model cascade at the pareto-optimum of accuracy, routing quality, and energy consumption that achieves competitive predictive performance with an up to 10-fold decrease in CO2 emissions.

Pallavi Mitra, J. Kushwaha, F. Biessmann · 0 citations