No-signalling-projection-invariant Bell inequalities
Soumyadip Patra, Jitendra Prakash, Aaditya Paudel, Peter Bierhorst
TL;DR
The paper addresses the problem of finite-sample weak signalling in Bell-test data by proposing a no-signalling (NS) affine-hull projection using an exact, closed-form L2 projection. It shows that full correlators and uniformly-averaged marginal correlators lie in the NS constraint kernel, enabling a simple three-map construction that projects an empirical frequency onto the NS affine hull without changing the Bell value in a canonical correlator form. This yields projection-invariant canonical Bell expressions, including tilted CHSH, I3322, and LOSR-GTNL inequalities, and extends naturally to weighted L2 projections to accommodate nonuniform setting distributions. The practical impact is a robust, efficient preprocessing step that standardises Bell-value comparisons across experiments and streamlines device-independent tasks such as randomness generation, QKD, and entanglement certification by isolating genuine nonlocality from signalling artefacts.
Abstract
In this paper, we highlight how any Bell inequality for a configuration involving $n$ parties each performing one of $m$ binary-outcome measurements has a canonical form that is no-signalling-projection invariant. Specifically, the $L^2$-projection of weakly signalling data onto the no-signalling polytope leaves the violation of this canonical Bell inequality unchanged. Our methods allow us to derive a general closed formula for the projection and present a substantially more computationally simple procedure for its evaluation. We also show this can be generalised to non-standard projections of potential interest for certain applications. No-signalling projections serve as a preliminary step before undertaking any device-independent application involving Bell experiment data, such as hypothesis testing against local realism, random number generation and entanglement detection.
