Grouped-time Cox geometry under Efron and exact tie handling

Characterize the population geometry of the least-false Cox coefficient for grouped exit times when tied events are handled using Efron’s method or exact partial likelihood, rather than the Breslow tie rule.

Background

The paper derives the grouped-time population equation and asymptotic geometry only for ceiling aggregation with Breslow handling of tied events. It explicitly notes that Efron and exact partial likelihood lead to different population equations, leaving their coefficient geometry unresolved.

References

The grouped benchmark uses ceiling aggregation and the Breslow tie rule, and Efron or exact partial likelihood define a different population equation whose geometry we have not computed.

— Least-false Cox coefficients under affine follow-up contamination: exact continuous- and grouped-time benchmarks  (2609.28872 - Akhmedov, 24 Sep 2026) in Scope and limitations, Discussion