https://pypi.org/project/omnibias-discrete/ Recent updates to the Python Package Index for omnibias-discrete en https://pypi.org/project/omnibias-discrete/0.1.0a2/ Shared differentiable + certified discrete-optimization substrate for omnibias: the DiscreteProblem seam, the annealed temperature-collapse (beta -> inf) sigmoid relaxation solved by unrolled descent (torch + jax twins), a rounding + k-flip local-search decoder with a brute-force oracle, and a rigorous optimality-gap certificate (Lasserre / moment-SOS lower bound over the Boolean hypercube). vardan@derivon.ai Sun, 04 Oct 2026 16:27:55 GMT