sequential-inference

Simulation, optimal-transport regimes, learned embeddings, HMM state estimation, and calibrated decisions under measurement shift

Benchmark for statistically valid AI scientist systems, using audit-closed protocols, transparency logs, and sequential inference to prevent false discoveries in autonomous research agents.

Temporal input design for testing models of cellular memory. Exact identities, certified kinetic contrasts and sequential inference.