This letter addresses the problem of signal detection in flat-fading channels. In this context, receivers based on expectation propagation framework appear to be very promising although presenting some critical issues. We develop a new algorithm where, unlike previous works, convergence is achieved after single forward-backward pass, without additional inner detector iterations. The proposed me...