Yes, Ashwagandha is considered an aphrodisiac, and has been shown to have aphrodisiac like effects in some studies. One of those studies that you can learn more about here, concluded that ashwagandha showed significant subjective perception of sexual well-being and assisted in increasing serum testosterone levels in the participants in the study.
You can learn more about the sexual benefits of ashwagandha from the video below: