In the literature (like those in quantum chaos), it seems that time-reversal symmetry implies that the Hamiltonian of the system is a real symmetric one, instead of just being complex Hermitian.
Is there any rigorous justification about this link?
A time reversal operator is an anti-unitary operator, which can be expressed as:
$\mathcal{T}=UK$
where $K$ denotes complex conjugate and $U$ is a unitary operator. In case of spinless particles, $U$ is chosen to be Identity. Thus $\mathcal{T}=K$.
If the system has $\mathcal{T}$-reversal symmetry:
$$ KH\psi=HK\psi $$
which leads to:
$$ H^*\psi^*=H\psi^* $$ meaning that the Hamiltonian must be real symmetric.