Recommendations for leisure reading in math and science include "The Elegant Universe" by Brian Greene and works by Richard Feynman. Participants mention currently reading two books that lean towards leisure, although specific titles are not detailed. "The Code Book" by Simon Singh is highlighted as an intriguing option, alongside Singh's "The Big Bang," which has also been read by some participants. The discussion focuses on finding accessible yet engaging literature that explores mathematical and scientific concepts.