From the propagator obtained by Papadopolous, we first extend it beyond caustics by applying Horvithy-Feynman path integral formula for the forced harmonic oscillator with memory. The propagator at caustics is then evaluated by using its modified semi-group property. Finally, our new results are confirmed by investigating the classical paths joining the two fixed end-point positions.