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Faster Secure Two-Party Computation Using Garbled Circuits
- In USENIX Security Symposium
, 2011
"... Secure two-party computation enables two parties to evaluate a function cooperatively without revealing to either party anything beyond the function’s output. The garbled-circuit technique, a generic approach to secure two-party computation for semi-honest participants, was developed by Yao in the 1 ..."
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Cited by 121 (22 self)
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Secure two-party computation enables two parties to evaluate a function cooperatively without revealing to either party anything beyond the function’s output. The garbled-circuit technique, a generic approach to secure two-party computation for semi-honest participants, was developed by Yao in the 1980s, but has been viewed as being of limited practical significance due to its inefficiency. We demonstrate several techniques for improving the running time and memory requirements of the garbled-circuit technique, resulting in an implementation of generic secure two-party computation that is significantly faster than any previously reported while also scaling to arbitrarily large circuits. We validate our approach by demonstrating secure computation of circuits with over 10 9 gates at a rate of roughly 10 µs per garbled gate, and showing order-of-magnitude improvements over the best previous privacy-preserving protocols for computing Hamming distance, Levenshtein distance, Smith-Waterman genome alignment, and AES. 1
Secure Two-party Computation is Practical
- In Advances in Cryptology — Asiacrypt
, 2009
"... Abstract. Secure multi-party computation has been considered by the cryptographic community for a number of years. Until recently it has been a purely theoretical area, with few implementations with which to test various ideas. This has led to a number of optimisations being proposed which are quite ..."
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Cited by 103 (18 self)
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Abstract. Secure multi-party computation has been considered by the cryptographic community for a number of years. Until recently it has been a purely theoretical area, with few implementations with which to test various ideas. This has led to a number of optimisations being proposed which are quite restricted in their application. In this paper we describe an implementation of the two-party case, using Yao’s garbled circuits, and present various algorithmic protocol improvements. These optimisations are analysed both theoretically and empirically, using experiments of various adversarial situations. Our experimental data is provided for reasonably large circuits, including one which performs an AES encryption, a problem which we discuss in the context of various possible applications. 1
Secure Two-Party Computation via Cut-and-Choose Oblivious Transfer
- In the 8th TCC, Springer (LNCS 6597
, 2011
"... Protocols for secure two-party computation enable a pair of parties to compute a function of their inputs while preserving security properties such as privacy, correctness and independence of inputs. Recently, a number of protocols have been proposed for the efficient construction of two-party compu ..."
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Cited by 62 (8 self)
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Protocols for secure two-party computation enable a pair of parties to compute a function of their inputs while preserving security properties such as privacy, correctness and independence of inputs. Recently, a number of protocols have been proposed for the efficient construction of two-party computation secure in the presence of malicious adversaries (where security is proven under the standard simulation-based ideal/real model paradigm for defining security). In this paper, we present a protocol for this task that follows the methodology of using cut-and-choose to boost Yao’s protocol to be secure in the presence of malicious adversaries. Relying on specific assumptions (DDH), we construct a protocol that is significantly more efficient and far simpler than the protocol of Lindell and Pinkas (Eurocrypt 2007) that follows the same methodology. We provide an exact, concrete analysis of the efficiency of our scheme and demonstrate that (at least for not very small circuits) our protocol is more efficient than any other known today. secure two-party computation, malicious adversaries, cut-and-choose, concrete effi-Keywords: ciency
Improved Garbled Circuit Building Blocks and Applications to Auctions and Computing Minima
- In Cryptology and Network Security (CANS
, 2009
"... Abstract. We consider generic Garbled Circuit (GC)-based techniques for Secure Function Evaluation (SFE) in the semi-honest model. We describe efficient GC constructions for addition, subtraction, multiplication, and comparison functions. Our circuits for subtraction and comparison are approximately ..."
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Cited by 56 (8 self)
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Abstract. We consider generic Garbled Circuit (GC)-based techniques for Secure Function Evaluation (SFE) in the semi-honest model. We describe efficient GC constructions for addition, subtraction, multiplication, and comparison functions. Our circuits for subtraction and comparison are approximately two times smaller (in terms of garbled tables) than previous constructions. This implies corresponding computation and communication improvements in SFE of functions using our efficient building blocks. The techniques rely on recently proposed “free XOR ” GC technique. Further, we present concrete and detailed improved GC protocols for the problem of secure integer comparison, and related problems of auctions, minimum selection, and minimal distance. Performance improvement comes both from building on our efficient basic blocks and several problemspecific GC optimizations. We provide precise cost evaluation of our constructions, which serves as a baseline for future protocols.
Fast Cut-and-Choose Based Protocols for Malicious and Covert Adversaries ∗
, 2013
"... In the setting of secure two-party computation, two parties wish to securely compute a joint function of their private inputs, while revealing only the output. One of the primary techniques for achieving efficient secure two-party computation is that of Yao’s garbled circuits (FOCS 1986). In the sem ..."
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Cited by 29 (3 self)
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In the setting of secure two-party computation, two parties wish to securely compute a joint function of their private inputs, while revealing only the output. One of the primary techniques for achieving efficient secure two-party computation is that of Yao’s garbled circuits (FOCS 1986). In the semi-honest model, where just one garbled circuit is constructed and evaluated, Yao’s protocol has proven itself to be very efficient. However, a malicious adversary who constructs the garbled circuit may construct a garbling of a different circuit computing a different function, and this cannot be detected (due to the garbling). In order to solve this problem, many circuits are sent and some of them are opened to check that they are correct while the others are evaluated. This methodology, called cut-and-choose, introduces significant overhead, both in computation and in communication, and is mainly due to the number of circuits that must be used in order to prevent cheating. In this paper, we present a cut-and-choose protocol for secure computation based on garbled circuits, with security in the presence of malicious adversaries, that vastly improves on all previous protocols of this type. Concretely, for a cheating probability of at most 2−40, the best previous works send between 125 and 128 circuits. In contrast, in our protocol 40 circuits alone suffice (with some additional overhead). Asymptotically, we achieve a cheating probability of 2−s where s is the number of garbled circuits, in contrast to the previous best of 2−0.32s. We achieve this by introducing a new cut-and-choose methodology with the property that in order to cheat, all of the evaluated circuits must be incorrect, and not just the majority as in previous works. Keywords: two-party computation, Yao’s protocol, cut-and-choose, concrete efficiency
Quid-Pro-Quo-tocols: Strengthening Semi-Honest Protocols with Dual Execution
"... Abstract—Known protocols for secure two-party computation that are designed to provide full security against malicious behavior are significantly less efficient than protocols intended only to thwart semi-honest adversaries. We present a concrete design and implementation of protocols achieving secu ..."
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Cited by 26 (5 self)
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Abstract—Known protocols for secure two-party computation that are designed to provide full security against malicious behavior are significantly less efficient than protocols intended only to thwart semi-honest adversaries. We present a concrete design and implementation of protocols achieving security guarantees that are much stronger than are possible with semi-honest protocols, at minimal extra cost. Specifically, we consider protocols in which a malicious adversary may learn a single (arbitrary) bit of additional information about the honest party’s input. Correctness of the honest party’s output is still guaranteed. Adapting prior work of Mohassel and Franklin, the basic idea in our protocols is to conduct two separate runs of a (specific) semi-honest, garbled-circuit protocol, with the parties swapping roles, followed by an inexpensive secure equality test. We provide a rigorous definition and prove that this protocol leaks no more than one additional bit against a malicious adversary. In addition, we propose some heuristic enhancements to reduce the overall information a cheating adversary learns. Our experiments show that protocols meeting this security level can be implemented at cost very close to that of protocols that only achieve semi-honest security. Our results indicate that this model enables the large-scale, practical applications possible within the semi-honest security model, while providing dramatically stronger security guarantees. Keywords-secure two-party computation, privacy-preserving protocols. I.
Efficient Secure Two-Party Computation Using Symmetric Cut-and-Choose
, 2013
"... Beginning with the work of Lindell and Pinkas, researchers have proposed several protocols for secure two-party computation based on the cut-and-choose paradigm. In existing instantiations of this paradigm, one party generates κ garbled circuits; some fraction of those are “checked” by the other par ..."
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Cited by 20 (1 self)
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Beginning with the work of Lindell and Pinkas, researchers have proposed several protocols for secure two-party computation based on the cut-and-choose paradigm. In existing instantiations of this paradigm, one party generates κ garbled circuits; some fraction of those are “checked” by the other party, and the remaining fraction are evaluated. We introduce here the idea of symmetric cut-and-choose protocols, in which each party generates κ circuits to be checked by the other party. The main advantage of our technique is that the number κ of garbled circuits can be reduced by a factor of 3 while attaining the same statistical security level as in prior work. Since the number of garbled circuits dominates the costs of the protocol, especially as larger circuits are evaluated, our protocol is expected to run up to 3 times faster than existing schemes. Preliminary experiments validate this claim.
Semantic security under related-key attacks and applications
- Cited on page 4.) 16 M. Bellare. New proofs for NMAC and HMAC: Security without collision-resistance. In C. Dwork, editor, CRYPTO 2006, volume 4117 of LNCS
, 2011
"... In a related-key attack (RKA) an adversary attempts to break a cryptographic primitive by invoking the primitive with several secret keys which satisfy some known, or even chosen, relation. We initiate a formal study of RKA security for randomized encryption schemes. We begin by providing general de ..."
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Cited by 18 (2 self)
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In a related-key attack (RKA) an adversary attempts to break a cryptographic primitive by invoking the primitive with several secret keys which satisfy some known, or even chosen, relation. We initiate a formal study of RKA security for randomized encryption schemes. We begin by providing general definitions for semantic security under passive and active RKAs. We then focus on RKAs in which the keys satisfy known linear relations over some Abelian group. We construct simple and efficient schemes which resist such RKAs even when the adversary can choose the linear relation adaptively during the attack. More concretely, we present two approaches for constructing RKA-secure encryption schemes. The first is based on standard randomized encryption schemes which additionally satisfy a natural “keyhomomorphism” property. We instantiate this approach under number-theoretic or lattice-based assumptions such as the Decisional Diffie-Hellman (DDH) assumption and the Learning Noisy Linear Equations assumption. Our second approach is based on RKA-secure pseudorandom generators. This approach can yield either deterministic, one-time use schemes with optimal ciphertext size or randomized unlimited use schemes. We instantiate this approach by constructing a simple RKA-secure pseurodandom generator
On the Security of the “Free-XOR” Technique
"... Yao’s garbled-circuit approach enables constant-round secure two-party computation for any boolean circuit. In Yao’s original construction, each gate in the circuit requires the parties to perform a constant number of encryptions/decryptions, and to send/receive a constant number of ciphertexts. Kol ..."
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Cited by 13 (0 self)
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Yao’s garbled-circuit approach enables constant-round secure two-party computation for any boolean circuit. In Yao’s original construction, each gate in the circuit requires the parties to perform a constant number of encryptions/decryptions, and to send/receive a constant number of ciphertexts. Kolesnikov and Schneider (ICALP 2008) proposed an improvement that allows XOR gates in the circuit to be evaluated “for free”, i.e., incurring no cryptographic operations and zero communication. Their “free-XOR ” technique has proven very popular, and has been shown to improve performance of garbled-circuit protocols by up to a factor of 4. Kolesnikov and Schneider proved security of their approach in the random oracle model, and claimed that (an unspecified variant of) correlation robustness would suffice; this claim has been repeated in subsequent work, and similar ideas have since been used (with the same claim about correlation robustness) in other contexts. We show that, in fact, the free-XOR technique cannot be proven secure based on correlation robustness alone: somewhat surprisingly, some form of circular security is also required. We propose an appropriate notion of security for hash functions capturing the necessary requirements, and prove security of the free-XOR approach when instantiated with any hash function satisfying our definition. Our results do not impact the security of the free-XOR technique in practice, or imply an error in the free-XOR work, but instead pin down the assumptions needed to prove security.
Amortizing Garbled Circuits
- Advances in Cryptology – CRYPTO 2014
"... Abstract. We consider secure two-party computation in a multiple-execution setting, where two parties wish to securely evaluate the same circuit multiple times. We design efficient garbled-circuit-based two-party protocols secure against malicious adversaries. Recent works by Lindell (Crypto 2013) a ..."
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Cited by 11 (1 self)
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Abstract. We consider secure two-party computation in a multiple-execution setting, where two parties wish to securely evaluate the same circuit multiple times. We design efficient garbled-circuit-based two-party protocols secure against malicious adversaries. Recent works by Lindell (Crypto 2013) and Huang-Katz-Evans (Crypto 2013) have obtained op-timal complexity for cut-and-choose performed over garbled circuits in the single execution setting. We show that it is possible to obtain much lower amortized overhead for cut-and-choose in the multiple-execution setting. Our efficiency improvements result from a novel way to combine a recent technique of Lindell (Crypto 2013) with LEGO-based cut-and-choose techniques (TCC 2009, Eurocrypt 2013). In concrete terms, for 40-bit statistical security we obtain a 2 × improvement (per execution) in com-munication and computation for as few as 7 executions, and require only 8 garbled circuits (i.e., a 5 × improvement) per execution for as low as 3500 executions. Our results suggest the exciting possibility that secure two-party computation in the malicious setting can be less than an order of magnitude more expensive than in the semi-honest setting. 1
