This article is an exposition of several questions linking heat kernel measures on infinite dimensional Lie groups, limits associated with critical Sobolev exponents, and Feynmann-Kac measures for sigma models. The first part of the article concerns existence and invariance issues for heat kernels. The main examples are heat kernels on groups of the form C 0 (X, F), where X is a Riemannian manifold and F is a finite dimensional Lie group. These measures depend on a smoothness parameter s > dim(X)/2. The second part of the article concerns the limit s ↓ dim(X)/2, especially dim(X) ≤ 2, and how this limit is related to issues arising in quantum field theory. In the case of X = S 1 , we conjecture that heat kernels converge to measures which arise naturally from the Kac-Moody-Segal point of view on loop groups, as s ↓ 1/2.