Modular Arithmetic Challenge. Neural induction of exact (a x b) mod p through abacus embeddings, algorithmic scratchpads and grokking, for the SAIR Foundation competition.
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Updated
Aug 23, 2026 - Python
Modular Arithmetic Challenge. Neural induction of exact (a x b) mod p through abacus embeddings, algorithmic scratchpads and grokking, for the SAIR Foundation competition.
NeuralHorner: learned bit-serial modular arithmetic, with studies of exactness, length transfer, compression, structured failures, and a Lean-verified integer scaffold.
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