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sobol

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vrd

Lightweight, no_std-friendly RNG library for Rust. Xoshiro256++ default; optional Mersenne Twister, PCG32/64, ChaCha20 CSPRNG, SIMD bulk-byte (NEON/AVX2), Halton/Sobol/Van der Corput quasi-random. Ziggurat normal(), 4 built-in distributions + pluggable Distribution trait. 100% test coverage.

  • Updated Aug 13, 2026
  • Rust

Constrained non-convex optimization under a hard evaluation budget (Stanford AA222): a five-stage hybrid of penalty-method projected gradient, Sobol quasi-random sampling, and constraint-gradient nudging that returns feasible points on 499+ of 500 random starts, including a 10D problem with 8 constraints

  • Updated Aug 27, 2026
  • Python

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