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cs.LG2026
Sample-wise Constrained Learning via a Sequential Penalty Approach with Applications in Image Processing
Francesca Lanzillotta, Chiara Albisani, Davide Pucci +3
In many learning tasks, certain requirements on the processing of individual data samples should arguably be formalized as strict constraints in the underlying optimization problem…
cs.LG2025
The Hidden Cost of an Image: Quantifying the Energy Consumption of AI Image Generation
Giulia Bertazzini, Chiara Albisani, Daniele Baracchi +2
With the growing adoption of AI image generation, in conjunction with the ever-increasing environmental resources demanded by AI, we are urged to answer a fundamental question: Wha…