New results on the innovations problem for non-linear filtering

Abstract
Consider an observed stochastic process consisting of a signal with additive noise. Assume that the signal has finite energy and that the signal and noise are independent. In this paper we show that under the above assumptions the innovations and observations σ-algebra are equal, thereby proving a long-standing conjecture of Kailath.