2 papers
cs.CY2026
Investigating Human--AI Discrepancies via Multiple-Solution Problems
Zihao Wang, Francesco Insulla, Andrea Montanari
Frontier artificial intelligence (AI) models are benchmarked on whether they reach a correct answer. Yet many problems admit several correct answers and repeated attempts, by diffe…
cs.LG2025
Towards a Learning Theory of Representation Alignment
Francesco Insulla, Shuo Huang, Lorenzo Rosasco
It has recently been argued that AI models' representations are becoming aligned as their scale and performance increase. Empirical analyses have been designed to support this idea…