[another addition to simplify things]:
The idea in solving the problem is to do the following:
Find a good enough approximation to the minimum distance, and the lattice point attaining that, so that you can enclose that region in a rectangle whose sides are parallel to the $x$ and $y$ axes, with a small enough area, $A$ and perimeter $P$. It's easy to see that you can enumerate all lattice points inside of such a rectangle in time $A+P$, and then check those to see which ones give you the minimum. [Changing notation] Let $n$ be the number of bits to specify the problem and $N=2^n$. Let the angle between the two lines be denoted by $2 \theta$, and the midline by $L$.
As I mentioned, any disk with radius $> \sqrt{2}/2$ must contain a lattice point. We use this by placing such a disk in between the two lines, and as close to the point of intersection as possible. We see that the distance from the intersection point to the center of the disk which just fits, is $\sqrt{2}/2 \csc \theta$. If $\theta \ge \pi/6$ (say) we can enclose the whole triangle bounded by the lines and the tangent line to the disk orthogonal to $L$ in a rectangle of constant size and perimeter, so we just try all of those points. Note that in any case $\theta \ge c/N$ for some absolute constant $c$ since when $\theta$ is small enough $\cos \theta \approx 1 - \theta^2/2$, and $\cos 2 \theta$ is given by a dot product between the coefficients of the lines and so has at most $2n$ bits.
Otherwise we call the algorithm described in http://mpi-inf.mpg.de/~soeren/pubs/2ip.ps just once, with the objective function the dot product between $(x,y)$ and a vector parallel to $L$, and the four constraints: between the two lines, and the dot product with $L$ is $\ge 0$ and $\le$ the bound we get by placing the disk. Because $\theta$ is small enough and bounded away from 0, we can now draw a rectangle enclosing the point produced by the algorithm whose area and perimeter are bounded, independent of the number bits, which must contain the answer, and we again enumerate all points in that rectangle.