While walking home, my phone rang. Here ‘walking’ is -

Dangling participle - a participle that relates to a noun that is not mentioned
“Dangling participles” are not considered correct. In the sentence “While walking home, my phone rang,” “walking” is a dangling participle.
A correct form of the sentence would be “While I was walking home, my phone rang.”