Are there risks in sharing a paper after submission and before reviews?
I work in CS and know of no issues with distributing work to a small group of people. I know a number of researchers (myself included) who share their work with colleagues before and after submission. Sometimes it's to gather feedback, sometimes because a friend is curious about your work or working on something similar. It's generally understood that the research will not be distributed further without the authors' permission.