Author

Fernando Delbianco

Universidad Nacional del Sur

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#machine learning Preprint Oct 2026

Watermarking: from Impossibility to Auditable Compliance

Article 50 (2) of the EU Artificial Intelligence Act requires providers of generative systems to make synthetic outputs machine-readable and detectable, while qualifying the effectiveness, interoperability, robustness, and reliability by technical feasibility, cost, content-specific limits, and the state of the art. Fo...

Fernando Delbianco, Fernando Tohmé, H. Acciarri · 0 citations

Preprint Aug 2026

Local conformal prediction for individual causal effects

Standard CATE estimators become inadequate under strong treatment-effect heterogeneity: confidence intervals for conditional means need not cover individual counterfactual effects. We propose an Individualized Causal Prediction (ICP) framework that constructs finite-sample valid conformal prediction intervals for the i...

Fernando Delbianco, Fernando Tohmé · 0 citations