@article{uncertaintyquantificationanddataefficien, title = {Uncertainty Quantification and Data Efficiency in AI: An Information-Theoretic Perspective}, author = {Osvaldo Simeone and Yaniv Romano}, year = {2025}, eprint = {2512.05267}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.05267}, }