Police say little Sinaia Moore had been playing in the pool with other children earlier, but she was wearing a life vest.
When the nearly 100 guests at the party began singing Happy Birthday to a 1-year-old, no one saw her go back into the pool.
This time it was without the vest. The Daily News reports guests found Sinaia and performed CPR as paramedics were called.
It didn't work.