Researchers Cameron Foreman and Lluís Masanes have introduced a new method for extraction in device-independent (DI) quantum cryptography protocols that doesn’t require a seed. This method, secure against computationally unbounded quantum adversaries, uses the Bell violation of raw data instead of its min-entropy as the extractor promise. This approach allows for the removal of the need for a seed, marking a significant step towards a seedless approach to randomness extraction in DI quantum cryptography protocols. However, the method doesn’t fully eliminate the need for initial randomness, a limitation they hope to address in future work.
What is Device-Independent Quantum Cryptography?
Device-independent (DI) quantum cryptography is a field that aims to provide secure cryptography with minimal trust in or characterisation of the underlying quantum devices. This is achieved by exploiting quantum nonlocality, which are correlations that violate Bell inequalities. Some of the applications of DI quantum cryptography include secret key distribution, randomness expansion, and randomness amplification among others.
A crucial step in numerous DI protocols is that of randomness extraction, also known as privacy amplification. This involves generating a near-perfectly random output (a secret key) by classically processing some imperfect, somewhat random input (a raw key) derived from measurement outcomes. To date, randomness extraction in DI tasks has necessitated the consumption of a seed of bits that must be at a minimum statistically independent from the quantum hardware and sufficiently random from the adversary’s perspective.
Can Randomness Extraction be Achieved Without a Seed?
In this work, researchers Cameron Foreman and Lluís Masanes introduce a method for extraction in DI protocols which does not require a seed and is secure against computationally unbounded quantum adversary. The key idea is to use the Bell violation of the raw data instead of its min-entropy as the extractor promise. This means that the violation of Bell inequalities not only guarantees a lower bound on the min-entropy of the outcomes but certain statistical independence between the outcomes of different rounds of the experiment.
Prior to this work, only the min-entropy promise has been exploited in DI protocols which necessitates the use of randomised, seeded or multisource extractors. However, the researchers’ approach consists of designing extractors which exploit the promise of Bell violation instead. This stronger promise allows them to remove the need for a seed.
What are the Implications of this Research?
The results of this paper are shown for the scenario where the quantum devices used in the DI protocol are memoryless or equivalently where each protocol round is executed on a separate non-communicating device. Although not fully general and a constraint they hope to lift in future work, they mark an important step in initiating a new seedless approach to randomness extraction in DI quantum cryptography protocols with numerous problems to be explored.
From a fundamental perspective, by exploiting full power of Bell inequality violations, they identify a new class of distributions that can be both deterministically extracted from and generated by a realisable experimental process. This contributes to a long line of research in computer science exploring deterministic randomness extraction.
What are the Limitations and Future Directions?
It is important to mention that DI protocols also include a step where the degree of Bell violation is tested and this step requires random numbers for choosing the measurement settings in every round. Therefore, the seedless extraction presented in this work does not fully eliminate the need for initial randomness. However, the researchers expect that the initial randomness required for a Bell test must satisfy weaker statistical conditions than that for both a Bell test and seeded extraction.
Thus, they are hopeful that future contributions using the techniques of this work will improve the capabilities of DI protocols, particularly randomness amplification. In conclusion, this research opens up new avenues for exploration in the field of DI quantum cryptography, particularly in the area of seedless extractors.
How Does this Research Contribute to the Field?
In conclusion, this research by Cameron Foreman and Lluís Masanes from the Department of Computer Science and London Centre for Nanotechnology at University College London, and Quantinuum Partnership House, introduces a new method for extraction in DI quantum cryptography protocols. This method does not require a seed and is secure against computationally unbounded quantum adversaries. This work marks an important step in initiating a new seedless approach to randomness extraction in DI quantum cryptography protocols and contributes to the ongoing research in deterministic randomness extraction.
Publication details: “Seedless Extractors for Device-Independent Quantum Cryptography”
Publication Date: 2024-03-07
Authors: Cameron Foreman and Lluís Masanes
Source: arXiv (Cornell University)
DOI: https://doi.org/10.48550/arxiv.2403.04713
