Unverified
2026
Uniform Species Architecture Sampler
Translate a recursive neural architecture grammar into a combinatorial specification and use its generating function to sample architectures uniformly conditional on size. This removes the severe shape and branching biases of naive random tree generation, producing a better-covered architecture-search population at the same evaluation budget.
Paper: Enumerating Chemical Structures, Stereoisomers, and Stereogenic Units with Analytic Combinatorics
arXiv:2609.02932