2 papers
cs.LG2025
Stochastic Sample Approximations of (Local) Moduli of Continuity
Rodion Nazarov, Allen Gehret, Robert Shorten +1
Modulus of local continuity is used to evaluate the robustness of neural networks and fairness of their repeated uses in closed-loop models. Here, we revisit a connection between g…
cs.AI2025
humancompatible.interconnect: Testing Properties of Repeated Uses of Interconnections of AI Systems
Rodion Nazarov, Anthony Quinn, Robert Shorten +1
Artificial intelligence (AI) systems often interact with multiple agents. The regulation of such AI systems often requires that {\em a priori\/} guarantees of fairness and robustne…