  We are interested in the convergence and the local regularity of the lacunary
Fourier series $F_s(x) = \sum_{n=1}^{+\infty} \frac{e^{2i\pi n^2 x}}{n^s}$. In
the 1850's, Riemann introduced the series $F_2$ as a possible example of
nowhere differentiable function, and the study of this function has drawn the
interest of many mathematicians since then. We focus on the case when
$1/2<s\leq 1$, and we prove that $F_s(x)$ converges when $x$ satisfies a
Diophantine condition. We also study the $L^2$- local regularity of $F_s$,
proving that the local $L^2$-norm of $F_s$ around a point $x$ behave
differently around different $x$, according again to Diophantine conditions on
$x$.
