We develop two general approaches to characterising the manipulation of quantum states by means of probabilistic protocols constrained by the limitations of some quantum resource theory.First, we give a general necessary condition for the existence of a physical transformation between quantum states, obtained using a new resource monotone based on the Hilbert projective metric. In all affine quantum resource theories (e.g. coherence, asymmetry, imaginarity) as well as in entanglement distillation, we show that the monotone provides a necessary and sufficient condition for resource convertibility, and hence no better restrictions on all probabilistic protocols are possible. We use the monotone to establish improved bounds on the performance of both one-shot and many-copy probabilistic resource distillation protocols.Complementing this approach, we introduce a general method for bounding achievable probabilities in resource transformations through a family of convex optimisation problems. We show it to tightly characterise single-shot probabilistic distillation in broad types of resource theories, allowing an exact analysis of the trade-offs between the probabilities and errors in distilling maximally resourceful states. We demonstrate the usefulness of both of our approaches in the study of quantum entanglement distillation.
CONTENTSI. Introduction II. Preliminaries A. Resource transformations B. Resource monotones III. Projective robustness A. Properties B. Necessary condition for probabilistic transformations C. Sufficient condition for probabilistic transformations IV. Probabilistic resource distillation A. Improved bounds on probabilistic distillation errors and overheads B. Comparison with the eigenvalue bound C. Achievable fidelity V. Bounding probability and error trade-offs A. General bounds on achievable probability B. Trade-offs in probabilistic resource distillation VI. Discussion References A. Projective robustness in channel discrimination *