I too have issues with silicone earbuds, and also with them falling out. Which is why I was over the moon when I discovered wireless clip-on earbuds. They meet my criteria of being convenient (because wireless) while also not falling off (because clip-on). The specific ones I bought (Anker Soundcore c30i) are not noise-cancelling, but I found that I can adjust their position up or down my ears to meet conditions. For example, I wear them high up when out in public, to hear wayward automobiles that might run me down.