Implicit differentiation just means the process of doing calculations with the rules for computing derivatives; e.g. supposing that $f'(x)$ exists, you don't have to know anything about the map $x \mapsto f'(x)$ is in order to know that the derivative of $x \mapsto f(x)^2$ is $x \mapsto 2 f(x) f'(x)$.
Or in Leibniz notation, you don't need to know anything about $\frac{dy}{dx}$ (other than it exists) in order to know that $\frac{d(y^2)}{dx} = 2y \frac{dy}{dx}$.
More generally (and, IMO, more naturally too), there is the notion of differentials and/or the exterior derivative. Formalizing this notion in terms of differential geometry, if $y$ is a scalar (that is, a differentiable scalar field), then its exterior derivative is defined, and written as $dy$.
If $x$ and $y$ are two scalars related by an equation $y^2 = 4 - x^2$, then the exterior derivatives are the same too: $d(y^2) = d(4-x^2)$, and we can compute that this simplifies to $2y \, dy = -2x \, dz$.
Differentials do have the suggested relation to Leibniz notation; from here we can go on to infer that where $y \neq 0$, we have $dy = -\frac{x}{y} \, dx$, and thus $\frac{dy}{dx} = -\frac{x}{y}$.
Of course, this only makes sense when there are only two differentials involved; if we had three variables related by $z^2 = 4 - x^2 - y^2$, then we could conclude that $x \, dx + y \, dy + z \, dz = 0$, but it doesn't make sense to ask for $\frac{dy}{dx}$.
I, unfortunately, don't know of any source that introduces this in an elementary way; I've only seen it rigorously defined for the purposes of differential geometry or algebraic geometry/commutative algebra.