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Seven Perfect Shuffles Randomize a Deck of Cards. But How Many Sloppy Ones?

5 hours ago
  • #cutoff phenomenon
  • #mathematical proof
  • #card shuffling
  • Mathematicians proved that seven perfect riffle shuffles can randomize a deck of cards, revealing a cutoff phenomenon where order suddenly breaks down after the seventh shuffle.
  • The original proof required strict constraints, such as cutting the deck evenly and interleaving cards one by one, limiting its applicability to realistic shuffling.
  • Three mathematicians, Mark Sellke, Jialu Shi, and Jiamin Wang, extended the result to sloppy shuffles where cuts are uneven, proving a cutoff phenomenon still exists.
  • They introduced a barcode system to track cards through shuffles, using cold spots (regions resisting mixing) to simplify proving that order disappears exponentially.
  • For a 52-card deck with random cuts each shuffle, about 14 shuffles are needed for full randomization, though the model still assumes single-card interleaving, not clumps.