Showing math.PRShow all
2 papers · 1 filter
math.PR2025
Neural Brownian Motion
Qian Qi
This paper introduces the Neural-Brownian Motion (NBM), a new class of stochastic processes for modeling dynamics under learned uncertainty. The NBM is defined axiomatically by rep…
math.PR2025
Neural Expectation Operators
Qian Qi
This paper introduces \textbf{Measure Learning}, a paradigm for modeling ambiguity via non-linear expectations. We define Neural Expectation Operators as solutions to Backward Stoc…