We formulate a new model for transport in stochastic media with long-range spatial correlations where exponential attenuation (controlling the propagation part of the transport) becomes power law. Direct transmission over optical distance r(s), for fixed physical distance s, thus becomes (1 + r(s)/a)~", with standard exponential decay re covered when a -*■ oo. Atmospheric turbulence phenomenology for fluctuating optical properties rationalizes this switch. Foundational equations for this generalized trans port model are stated in integral form for d = 1,2,3 spatial dimensions. A deterministic numerical solution is developed in d = 1 using Markov Chain formalism, verified with Monte Carlo, and used to investigate internal radiation fields. Standard two-stream theory, where diffusion is exact, is recovered when a = oo. Differential diffusion equa tions are not presently known when a < oo, nor is the integro-differential form of the generalized transport equation. Monte Carlo simulations are performed in d = 2, as a model for transport on random surfaces, to explore scaling behavior of transmit tance T when transport optical thickness rt » 1. Random walk theory correctly predicts T a rt ĩm,I',1,a/2) in the absence of absorption. Finally, single scattering theory in d = 3 highlights the model's violation of angular reciprocity when a < oo, a desirable prop erty at least in atmospheric applications. This violation is traced back to a key trait of generalized transport theory, namely, that we must distinguish more carefully between two kinds of propagation: one that ends in a virtual or actual detection and the other in a transition from one position to another in the medium.