04:00
2026-07-14
arxiv.org
artificial-intelligence
YUKTI: From Natural-Language Situations to Robust, Verifiable Decisions An Uncertainty-Typed Proposition IR, Assumption-Robust Pareto Frontiers, and a Regret Certificate
YUKTI, a new framework from researchers, reduces decision regret by over 90% compared to naive point plans under controlled misspecification by representing natural-language situations as typed-propos…