Contact geometry and sharp degree costs of quantum Bell certificates
The study investigates how restricting quantum Bell certificates to an 'Alice-conditioned' structure—where certificates are organized by Alice's questions—imposes an unbounded certification cost. While standard level-two certificates suffice for optimal randomness tradeoffs, no finite level within the conditioned hierarchy can certify the entire tradeoff, proving that single-question restrictions require arbitrarily high certificate degrees.