Is $H_f$ injective in $f$? Let $f \ge 1$ be a multiplicative arithmetic function and $F_f(n) = F(n)= \sum_{d|n}f(d)$.
Define the entropy of $n$ with respect to $f$ to be 
$H_f(n) = -\sum_{d|n} \frac{f(d)}{F(n)}\log(\frac{f(d)}{F(n)}) = \log(F(n)) - \frac{1}{F(n)}\sum_{d|n} f(d)\log(f(d))$
If $E_f(n) = \sum_{d|n} f(d)\log(f(d))$ then using Möbuis inversion one can show that from $E_f = E_g$ it follows that $f=g$. Similarily from $F_f = F_g$ it follows that $f=g$. ( As a byside: The function $E_f$ satisfies a Leibniz rule: $E_f(nm) = F_f(m)E_f(n)+E_f(m)F_f(n)$ for $m,n$ with $\gcd(m,n) = 1$.)
Now my question is:
Does it from $H_f = H_g$ necessarily follow that $f=g$, or is there a counterexample?
 A: This isn't an answer, but some thoughts that might be useful to someone later.
We can't proceed by Mobius inversion, but it's the same principle: you can determine $f(n)$ at a particular value, then exclude those terms later when solving for more complicated terms.
By definition, $f(1) = 1$. For a prime $p$, we have
$$H_f(p) = -\left(\frac{f(p)}{1+f(p)}\log\left(\frac{f(p)}{1+f(p)}\right) + \frac{1}{1+f(p)}\log\left(\frac{1}{1+f(p)}\right)\right)$$
which has derivative
$$H_f'(p) = -\frac{\log(f(p))}{(1+f)^2}$$
which is never zero except singularly $f(p)=1$, so $H_f(p)$ is monotonic in $f(p)$. Thus we can recover $f(p)$ from $H_f(p)$.
But for higher powers as $p^k$, it goes
$$H_f(p^k) = $$
$$-\Big(\frac{f(p^k)}{F(p^{k-1})\!+\!f(p^k)}\log\left(\frac{f(p^k)}{F(p^{k-1})\!+\!f(p^k)}\right)\!+$$
$$\sum_{d|p^{k-1}} \frac{f(d)}{F(p^{k-1})\!+\!f(p^k)}\log\left(\frac{f(d)}{F(p^{k-1})+f(p^k)}\right)\Big)$$
which has derivative
$$\frac{dH_f(p^k)}{df(p^k)} = \frac{E_f(p^{k-1}) - F(p^{k-1})\log(f(p^k))}{\left(f(p^k) + F(p^{k-1})\right)^2}$$
... which can be zero, so the entropy is no longer necessarily monotonic. But I suppose if the above for $H_f(p^k)$ can be shown to ever have only one integer solution for $f(p^k)$, that should suffice.
