We present a computational method for finding and verifying periodic billiard orbits in balls () using Newton’s method applied to a variational formulation. The orbits are verified with Smale’s alpha-criterion, which provides a rigorous certificate of existence. We implement efficient batched computations in JAX and present systematic results for various and bounce counts . Our experiments reveal striking patterns in the critical-point structure, including a predominance of specific Morse signatures and rotation numbers that depend on the parity and primality of . Notably, our method routinely finds many more than the two periodic orbits per rotation number guaranteed by Birkhoff’s theorem – a large-scale run with five bounces in the ball produced 8,927 distinct certified orbits from 30,000 random seeds, uncovering power-law growth and intricate clustering visualised with UMAP.

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