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Journal of Next Generation Information Technology

Information-Theoretic Security as an Optimization Problem

Stefan Raß

Published Aug 31, 2011• 1 citation
Publisher

Abstract

Quantum key distribution is renowned for information-theoretic security on point-to-point connections, while it is by itself not directly capable of end-to-end security. Multipath transmission is known for perfect end-to-end security, provided that perfect point-to-point security is achievable. The marriage of the two is as natural as it is difficult to achieve in real life networks: secure multipath transmission imposes stringent requirements on the network connectivity, perhaps rarely found in a real-life network infrastructure. We consider the problem of network augmentation to support perfect end-to-end security in a network in which adjacent nodes share a perfectly confidential channel. Quantum networks are one example for this. Starting with a decision-theoretic formalization of risk and confidentiality, we cast the network augmentation task into a nonlinear optimization problem, whose computational complexity is studied. With the problem turning out NP-hard in at least two of its variants, we sketch heuristics that can help to keep calculations feasible in practical applications.

DOI
10.4156/jnit.vol2.issue3.6

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Quantum key distribution is renowned for information-theoretic security on point-to-point connections, while it is by itself not directly capable of end-to-end security. Multipath transmission is known for perfect end-to-end security, provided that perfect point-to-point security is achievable. The marriage of the two is as natural as it is difficult to achieve in real life networks: secure multipath transmission imposes stringent requirements on the network connectivity, perhaps rarely found in a real-life network infrastructure. We consider the problem of network augmentation to support perfect end-to-end security in a network in which adjacent nodes share a perfectly confidential channel. Quantum networks are one example for this. Starting with a decision-theoretic formalization of risk and confidentiality, we cast the network augmentation task into a nonlinear optimization problem, whose computational complexity is studied. With the problem turning out NP-hard in at least two of its variants, we sketch heuristics that can help to keep calculations feasible in practical applications.
Information-theoretic secrecy is the strongest known security notion. Despite perfect secrecy being theoretically well-understood, one faces substantial practical difficulties when attempting to build communication systems providing this highest level of security. We consider two major approaches to perfectly secure communication: multipath transmission and quantum key distribution. The latter has seen a promising evolution over the last decades, culminating in the recent presentations of the world’s first real-life quantum networks. This book advocates a combination of the two techniques in order to complement each other and to overcome existing limitations in both worlds. Getting started with a graph-theoretic groundwork for multipath transmission networks, we continue by deriving results about multipath channel coding and interactive error correction. Based on game-theory, we introduce a general quantitative security valuation enjoying broad applicability. For a given network, the security measure indicates the quality of protection as well as it permits security infrastructure optimization. Both topics receive attention in dedicated chapters.
Quantum networks are communication networks in which adjacent nodes enjoy perfectly secure channels thanks to quantum key distribution (QKD). Drawing end- to-end security from QKD-supported point-to-point security can be done by virtue of multipath transmission. This concept buys security at the cost of strongly connected networks and perfect routing. Particularly the latter is hard to ensure, since congestions or (passive) may cause QKD key- buffers to run empty, thus enforcing local re-routing of packets. Hence, the adversary may use not to extract information, but to redirect the information flow towards a relay-node that he controls. Such attacks can readily invalidate the stringent requirements of multipath transmission protocols and thus defeat any formal arguments for perfect secrecy. Moreover, this form of indirect eavesdropping seems to be unconsidered in the literature so far. We investigate whether or not unconditional security in a quantum network with non- reliable routing is possible. Using Markov-chains, we derive various sufficient criteria for retaining perfect secrecy under imperfect packet relay. In particular, we explicitly do not assume trusted relay or quantum repeaters available. Keywords-Quantum Cryptography, Markov-Chain, Secure
We present a general framework for casting the problem of designing secure quantum networks into a classical optimization problem. We introduce a measure of risk that serves as upper bound on the probability of loosing a message to the adversary. Based on this results, we can transform the problem of secure network design into an optimization procedure, which opens the field for the entire framework of optimization theory to tackle the problem most efficiently. The latter is particularly appealing, since we prove the problem to be NP-hard in general. Our methodology is formulated to yield results that have interpretations in probabilistic terms, but can be generalized to other settings in a straightforward manner. The modeling approach is simple, and naturally accounts for different notions of security, depending on the situation at hand. Furthermore, our results are not limited to security in quantum networks, as we rely on quantum cryptography only to the extent of securing links. Hence, the analysis is equally applicable for any (multipath) transmission setup, where information-theoretic security is demanded.
Abstract—Quantum networks are communication networks in which adjacent nodes enjoy perfectly secure channels thanks to quantum key distribution (QKD). While QKD is renowned for perfect point-to-point security and its eavesdropping detec-tion capabilities, end-to-end security is nontrivial to achieve. More importantly, the eavesdropping detection can indeed be turned against the system itself. It is known that perfect end-to-end security can be created from point-to-point security by means of multipath transmission (in fact, there is no other way to do this, assuming no pre-shared secrets and avoiding public-key cryptography). However, multipath transmission requires node-disjoint paths, which in turn are to be assured by the underlying routing protocol. At this point, an active or passive adversary may intentionally eavesdrop on the QKD protocol to temporarily cut a channel and to cause key-buffers running empty and enforcing local rerouting of packets towards nodes under his control. Consequently, the multipath transmission channels might no longer be non-intersecting, thus defeating the overall security by exploiting QKD’s eavesdropping detec-tion facilities. Alternatively, an active adversary may as well insert bogus traff c to cause local congestion, thus even sparing the effort of eavesdropping on a QKD link. In this work, we use Markov chains to model a multipath transmission, and we discuss the extent to which secure multipath transmission is resilient against local congestions caused by an adversary. We argue that a protection against an active adversary who uses bogus traff c to f ddle with the routing, calls for additional security measures, perhaps even beyond the capabilities of QKD or multipath transmission. It turns out that robustness against passive and active adversaries can be retained as long as no bogus traff c is observed.
Shannon showed that to achieve perfect secrecy in point-to-point communication, the message rate cannot exceed the shared secret key rate giving rise to the simple one-time pad encryption scheme. In this paper, we extend this work from point-to-point to networks. We consider a connected network with pairwise communication between the nodes. We assume that each node is provided with a certain amount of secret bits before communication commences. An eavesdropper with unlimited computing power has access to all communication and can hack a subset of the nodes not known to the rest of the nodes. We investigate the limits on information-theoretic secure communication for this network. We establish a tradeoff between the secure channel rate (for a node pair) and the secure network rate (sum over all node pair rates) and show that perfect secrecy can be achieved if and only if the sum rate of any subset of unhacked channels does not exceed the shared unhacked-secret-bit rate of these channels. We also propose two practical and efficient schemes that achieve a good balance of network and channel rates with perfect secrecy guarantee. This work has a wide range of potential applications for which perfect secrecy is desired, such as cyber-physical systems, distributed-control systems, and ad-hoc networks.
Decision Support Systems 392 1.1 The problem of perfect end-to-end secrecy Quantum cryptography claims to bring perfect secrecy to a given line, but speaking honestly, it is no more than this.Using a carrier that is sufficiently fragile to rule out copying it, naturally raises the question of how much distance can be bridged?In fact, nowadays available quantum cryptography allows for communication over a distance of up to 144 km, as demonstrated by Schmitt-Manderbach et al. (2007), but arbitrary distances can yet not be bridged.Although theoretical results due to Lo & Chau (1999) indicate that the noise problem can be overcome, making arbitrary ranges theoretically possible, building networks is inevitable for a global roll-out.Existing solutions mostly rely on trusted relay for that matter.However, why attack the quantum line, if attacking a relay node is fully sufficient?Under the assumption of perfectly protected lines, recent results indicate that without preexisting secrets that are exclusively known to the sender and the receiver, end-to-endsecurity is only achievable under hard constraints on the network topology.To be more precise, let G be a graph that models a network.Let V(G), E(G) be the sets of vertices and edges of G, and assume the sender s and receiver r to be parts of G, that is {s, r} ⊆ V(G).The adversary can be modelled by a set A ⊆ 2 V(G)\{s, r} (the powerset of V(G)\{s, r}), that is we assume that a selection of subsets of vertices can be compromised.If k such sets can become conquered simultaneously, then we face a k-active adversary.An infected vertex v is assumed fully under the adversary's control, so a message passing through v can be read, blocked or modified and v is free to create as many new messages as desired.There is no limitation on computational power or knowledge of the adversary.If removing from G the vertices in any k sets in the adversary structure A cannot disconnect s and r in G, then we call the graph A (k) (s,r)-subconnected.If, by doing so, the network cannot be disconnected at all, then the graph is said to be A (k) -subconnected.Referring to these notions, a network permits perfectly secure message delivery from s to r if and only if the graph G is A (2) (s,r)-subconnected.The reader may consult Ashwin Kumar et al. (2002) for a proof.Different, yet no less stringent requirements are imposed by Wang & Desmedt (2008): among related results, the following necessary condition best highlights the difficulty of achieving unconditional security in a real-life network: if for u ≥ 1, 3(ku) + 1 ≥ k + 1 directed node-disjoint paths from s to r exist, then a necessary condition for perfectly secure message transmission from s to r against a k-active adversary is that there are u directed node disjoint paths (these u paths are also disjoint from the 3(ku) + 1 paths from s to r) from r to s.The described adversary model applies to many situations, as for example machines running certain software may all suffer from the same security holes.Networks equipped with devices from different vendors may be considered vulnerable if one vendor's devices turn out to be insecure.A k-active adversary would correspond to k vendors cooperating, or equivalently arise, if k vendors obtained the same malicious module from a single fraudulent manufacturer, turning a heterogeneous set of products into a possible backdoor for an adversary. Decision theory and system securityMany results either guarantee or rule out perfectly secret communication, but this might not be satisfactory.If perfectly secure communication is not possible, then how much is achievable with the given resources?A variety of security metrics has been proposed, but a measure of security is yet missing.This work summarizes a decision-theoretic approach to quantifying risk in terms that can be specified to best suit the application at hand.www.intechopen.