IACR News
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01 April 2023
Toi Tomita, Junji Shikata
An aggregate signature scheme allows multiple signatures generated by different people for different messages to be aggregated into a compact aggregate signature. We propose the first signature aggregation scheme that (1) grows the size of the aggregate signature only logarithmically in the number of signatures to be aggregated, (2) is many-time, (3) supports non-interactive aggregation, (4) its security is based on the standard lattice assumption in the random oracle model. To obtain the result, we construct a new compact non-interactive batch argument (BARG) for NP. Our BARG has a very compact proof and its security is based on the standard modulo lattice assumptions in the random oracle model.
Hugo Beguinet, Céline Chevalier, David Pointcheval, Thomas Ricosset, Mélissa Rossi
Password Authenticated Key Exchange (PAKE) have become a key building block in many security products as they provide interesting efficiency/security trade-offs. Indeed, a PAKE allows to dispense with the heavy public key infrastructures and its efficiency and portability make it well suited for applications such as Internet of Things or e-passports.
With the emerging quantum threat and the effervescent development of post-quantum public key algorithms in the last five years, one would wonder how to modify existing password authenticated key exchange protocols that currently rely on Diffie-Hellman problems in order to include newly introduced and soon-to-be-standardized post-quantum key encapsulation mechanisms (KEM).
A generic solution is desirable for maintaining modularity and adaptability with the many post-quantum KEM that have been introduced.
In this paper, we propose two new generic and natural constructions proven in the Universal Composability (UC) model to transform, in a black-box manner, a KEM into a PAKE with very limited performance overhead: one or two extra symmetric encryptions. Behind the simplicity of the designs, establishing security proofs in the UC model is actually non-trivial and requires some additional properties on the underlying KEM like fuzziness and anonymity. Luckily, post-quantum KEM protocols often enjoy these two extra properties. As a demonstration, we prove that it is possible to apply our transformations to Crystals-Kyber, a lattice-based post-quantum KEM that will soon be standardized by the National Institute of Standards and Technology (NIST).
In a nutshell, this work opens up the possibility to securely include post-quantum cryptography in PAKE-based real-world protocols.
In this paper, we propose two new generic and natural constructions proven in the Universal Composability (UC) model to transform, in a black-box manner, a KEM into a PAKE with very limited performance overhead: one or two extra symmetric encryptions. Behind the simplicity of the designs, establishing security proofs in the UC model is actually non-trivial and requires some additional properties on the underlying KEM like fuzziness and anonymity. Luckily, post-quantum KEM protocols often enjoy these two extra properties. As a demonstration, we prove that it is possible to apply our transformations to Crystals-Kyber, a lattice-based post-quantum KEM that will soon be standardized by the National Institute of Standards and Technology (NIST).
In a nutshell, this work opens up the possibility to securely include post-quantum cryptography in PAKE-based real-world protocols.
Martin R. Albrecht, Lenka Mareková, Kenneth G. Paterson, Igors Stepanovs
We study the use of symmetric cryptography in the MTProto 2.0 protocol, Telegram's equivalent of the TLS record protocol. We give positive and negative results. On the one hand, we formally and in detail model a slight variant of Telegram's "record protocol" and prove that it achieves security in a suitable bidirectional secure channel model, albeit under unstudied assumptions; this model itself advances the state-of-the-art for secure channels. On the other hand, we first motivate our modelling deviation from MTProto as deployed by giving two attacks – one of practical, one of theoretical interest – against MTProto without our modifications. We then also give a third attack exploiting timing side channels, of varying strength, in three official Telegram clients. On its own this attack is thwarted by the secrecy of salt and id fields that are established by Telegram's key exchange protocol. We chain the third attack with a fourth one against the implementation of the key exchange protocol on Telegram's servers. This fourth attack breaks the authentication properties of Telegram's key exchange, allowing a MitM attack. More mundanely, it also recovers the id field, reducing the cost of the plaintext recovery attack to guessing the 64-bit salt field. In totality, our results provide the first comprehensive study of MTProto's use of symmetric cryptography, as well as highlight weaknesses in its key exchange.
Tuğberk KOCATEKİN, Cafer ÇALIŞKAN
Internet of Things (IoT) has become an established part of our daily lives by interconnecting billions of devices in diverse areas such as health care, smart home technologies, agriculture, etc. However, IoT devices are limited in memory, energy and computational capabilities. This creates a great potential for security issues, since being constrained prevents producers from implementing mostly complex cryptographic algorithms in IoT devices. In this study, we propose a novel method to provide a low-cost and secure communication for constrained IoT devices. The proposed method is based on an $n$-out-of-$n$ secret sharing scheme and mimicks the idea of visual cryptography in a digital setup. Whenever an IoT device communicates with an outer party, it establishes the communication by itself or through a mediary such as a central hub or gateway; in which the latter mostly leads to a single point of failure. Our proposed method aims for a distributed environment in which IoT devices within a secure network collaborate with each other in order to send a message to a master device over an insecure channel.
Deevashwer Rathee, Anwesh Bhattacharya, Divya Gupta, Rahul Sharma, Dawn Song
Secure 2-party computation (2PC) of floating-point arithmetic is improving in performance and recent work runs deep learning algorithms with it, while being as numerically precise as commonly used machine learning (ML) frameworks like PyTorch. We find that the existing 2PC libraries for floating-point support generic computations and lack specialized support for ML training. Hence, their latency and communication costs for compound operations (e.g., dot products) are high. We provide novel specialized 2PC protocols for compound operations and prove their precision using numerical analysis. Our implementation BEACON outperforms state-of-the-art libraries for 2PC of floating-point by over $6\times$.
31 March 2023
Sarvar Patel, Joon Young Seo, Kevin Yeo
In this paper, we introduce $\mathsf{SparsePIR}$, a single-server keyword private information retrieval (PIR) construction that enables querying over sparse databases. At its core, $\mathsf{SparsePIR}$ is based on a novel encoding algorithm that encodes sparse database entries as linear combinations while being compatible with important PIR optimizations including recursion. $\mathsf{SparsePIR}$ achieves response overhead that is half of state-of-the art keyword PIR schemes without requiring long term client storage of linear sized mappings. We also introduce two variants, $\mathsf{SparsePIR}^g$ and $\mathsf{SparsePIR}^c$, that further reduces the size of the serving database at the cost of increased encoding time and small additional client storage, respectively. Our frameworks enable performing keyword PIR with, essentially, the same costs as standard PIR. Finally, we also show that $\mathsf{SparsePIR}$ may be used to build batch keyword PIR with halved response overhead without any client mappings.
Deepraj Soni, Negar Neda, Naifeng Zhang, Benedict Reynwar, Homer Gamil, Benjamin Heyman, Mohammed Nabeel Thari Moopan, Ahmad Al Badawi, Yuriy Polyakov, Kellie Canida, Massoud Pedram, Michail Mani ...
Ring-Learning-with-Errors (RLWE) has emerged as the foundation of many important techniques for improving security and privacy, including homomorphic encryption and post-quantum cryptography. While promising, these techniques have received limited use due to their extreme overheads of running on general-purpose machines. In this paper, we present a novel vector Instruction Set Architecture (ISA) and microarchitecture for accelerating the ring-based computations of RLWE. The ISA, named B512, is developed to meet the needs of ring processing workloads while balancing high-performance and general-purpose programming support. Having an ISA rather than fixed hardware facilitates continued software improvement post-fabrication and the ability to support the evolving workloads. We then propose the ring processing unit (RPU), a high-performance, modular implementation of B512. The RPU has native large word modular arithmetic support, capabilities for very wide parallel processing, and a large capacity high-bandwidth scratchpad to meet the needs of ring processing. We address the challenges of programming the RPU using a newly developed SPIRAL backend. A configurable simulator is built to characterize design tradeoffs and quantify performance. The best performing design was implemented in RTL and used to validate simulator performance. In addition to our characterization, we show that a RPU using 20.5mm2 of GF 12nm can provide a speedup of 1485x over a CPU running a 64k, 128-bit NTT, a core RLWE workload
Johannes Blömer, Jan Bobolz, Laurens Porzenheim
With an anonymous reputation system one can realize the process of rating sellers anonymously in an online shop.
While raters can stay anonymous, sellers still have the guarantee that they can be only be reviewed by raters who bought their product.
We present the first generic construction of a reputation system from basic building blocks, namely digital signatures, encryption schemes, non-interactive zero-knowledge proofs, and linking indistinguishable tags. We then show the security of the reputation system in a strong security model. Among others, we instantiate the generic construction with building blocks based on lattice problems, leading to the first module lattice-based reputation system.
We present the first generic construction of a reputation system from basic building blocks, namely digital signatures, encryption schemes, non-interactive zero-knowledge proofs, and linking indistinguishable tags. We then show the security of the reputation system in a strong security model. Among others, we instantiate the generic construction with building blocks based on lattice problems, leading to the first module lattice-based reputation system.
Benjamin Y Chan, Rafael Pass
We present a theoretical framework for analyzing the efficiency of consensus protocols, and apply it to analyze the optimistic and pessimistic confirmation times of state-of-the-art partially-synchronous protocols in the so-called "rotating leader/random leader" model of consensus (recently popularized in the blockchain setting).
We next present a new and simple consensus protocol in the partially synchronous setting, tolerating $f \leq n/3$ byzantine faults; in our eyes, this protocol is essentially as simple to describe as the simplest known protocols, but it also enjoys an even simpler security proof, while matching and, even improving, the efficiency of the state-of-the-art (according to our theoretical framework).
As with the state-of-the-art protocols, our protocol assumes a (bare) PKI, a digital signature scheme, collision-resistant hash functions, and a random leader election oracle, which may be instantiated with a random oracle (or a CRS).
We next present a new and simple consensus protocol in the partially synchronous setting, tolerating $f \leq n/3$ byzantine faults; in our eyes, this protocol is essentially as simple to describe as the simplest known protocols, but it also enjoys an even simpler security proof, while matching and, even improving, the efficiency of the state-of-the-art (according to our theoretical framework).
As with the state-of-the-art protocols, our protocol assumes a (bare) PKI, a digital signature scheme, collision-resistant hash functions, and a random leader election oracle, which may be instantiated with a random oracle (or a CRS).
Sebastian Hasler, Toomas Krips, Ralf Küsters, Pascal Reisert, Marc Rivinius
Some of the most efficient protocols for Multi-Party Computation (MPC) follow a two-phase approach where correlated randomness, in particular Beaver triples, is generated in the offline phase and then used to speed up the online phase. Recently, more complex correlations have been introduced to optimize certain operations even further, such as matrix triples for matrix multiplications. In this
paper, our goal is to improve the efficiency of the triple generation in general and in particular for classical field values as well as matrix operations. To this end, we modify the Overdrive LowGear protocol to remove the costly sacrificing step and therewith reduce the round complexity and the bandwidth. We extend the state-of-the-art MP-SPDZ implementation with our new protocols and show that the new offline phase outperforms state-of-the-art protocols for the generation of Beaver triples and matrix triples. For example, we save 33 % in bandwidth compared to Overdrive LowGear.
Debranjan Pal, Upasana Mandal, Abhijit Das, Dipanwita Roy Chowdhury
Deep learning-based cryptanalysis is one of the emerging
trends in recent times. Differential cryptanalysis is one of the most po-
tent approaches to classical cryptanalysis. Researchers are now modeling
classical differential cryptanalysis by applying deep learning-based tech-
niques. In this paper, we report deep learning-based differential distin-
guishers for block cipher PRIDE and RC5, utilizing deep learning models:
CNN, LGBM and LSTM. We found distinguishers up to 23 rounds for
PRIDE and nine rounds for RC5. To the best of our knowledge this is
the first deep learning based differential classifier for cipher PRIDE and
RC5.
Qinglan Zhao, Mengran Li, Zhixiong Chen, Baodong Qin, Dong Zheng
At Eurocrypt 2016, Méaux et al. presented FLIP, a new family of stream ciphers {that aimed to enhance the efficiency of homomorphic encryption frameworks. Motivated by FLIP, recent research has focused on the study of Boolean functions with good cryptographic properties when restricted to subsets of the space $\mathbb{F}_2^n$. If an $n$-variable Boolean function has the property of balancedness when restricted to each set of vectors with fixed Hamming weight between $1$ and $n-1$, it is a weightwise perfectly balanced (WPB) Boolean function. In the literature, a few algebraic constructions of WPB functions are known, in which there are some constructions that use iterative method based on functions with low degrees of 1, 2, or 4. In this paper, we generalize the iterative method and contribute a unified construction of WPB functions based on functions with algebraic degrees that can} be any power of 2. For any given positive integer $d$ not larger than $m$, we first provide a class of $2^m$-variable Boolean functions with a degree of $2^{d-1}$. Utilizing these functions, we then present a construction of $2^m$-variable WPB functions $g_{m;d}$. In particular, $g_{m;d}$ includes four former classes of WPB functions as special cases when $d=1,2,3,m$. When $d$ takes other integer values, $g_{m;d}$ has never appeared before. In addition, we prove the algebraic degree of the constructed WPB functions and compare the weightwise nonlinearity of WPB functions known so far in 8 and 16 variables.
Moshe Avital, Itamar Levi
Side-channel analysis (SCA) attacks manifest a significant challenge to the security of cryptographic devices. In turn, it is generally quite expensive to protect from SCAs (energy, area, performance etc.). In this work we exhibit a significant change in paradigm for SCA attacks: our proposed attack is quite different from conventional SCA attacks and is able to filter out physical measurement noise, algorithmic noise, as well as thwart various countermeasures, and extract information from the entire leakage waveform as a whole and not only points-of-interest. We demonstrate on measured devices break of masking schemes of orders 2 and 3, supported by a model and also shuffling and dual-rail based countermeasures model; all performed efficiently with the same methodology, and with orders of magnitude less measurements and smaller computation time; underpinning the importance of this form of attack.
In essence, in our attack we assume nothing different than a standard side-channel attack, i.e., a known plaintext scenario. However, we further group and classify leakages associated with specific subsets of plaintexts bits. The fact that we group specific (sub-)plaintexts associated leakages, and than in the next stage group or concatenate the associated leakages of these large groups in a predefined ordered sequence (modulation), enables far stronger attacks against SCA protected and unprotected designs. The evaluation-domain or the modulation-domain is the frequency domain in which per frequency it is possible to build a two feature constellation diagrams (amplitude and phase) and construct distinguishers over these diagrams.
On top of the methodological contribution of this new SCA, the main observation we push forward is that practically such an attack is devastating for many countermeasures we were used to consider as secure to some level, such as masking or shuffling with large permutation size. As an example, leakage from a third order masked design can be detected with merely 100 leakage traces from the first statistical moment of the leakage as compared to $15\cdot10^6$ traces with conventional SCA leakage detection test from the third statistical order.
Nir Bitansky, Omer Paneth, Dana Shamir, Tomer Solomon
In 2002, Barak and Goldreich introduced the notion of a universal argument and constructed an interactive universal argument for non-deterministic computations based on polynomially hard collision-resistant hash functions. Since then, and especially in recent years, there have been tremendous developments in the construction of non-interactive succinct arguments for deterministic computations under standard hardness assumptions. However, the constructed succinct arguments can be proven universal only under sub-exponential assumptions.
Assuming polynomially hard fully homomorphic encryption and a widely believed worst-case complexity assumption, we prove a general lifting theorem showing that all existing non-interactive succinct arguments can be made universal. The required complexity assumption is that non-uniformity does not allow arbitrary polynomial speedup. In the setting of uniform adversaries, this extra assumption is not needed.
Pratish Datta, Tapas Pal
This paper introduces registered functional encryption (RFE) that eliminates trust on the central authority for handling secrets. Unlike standard functional encryption (FE), in an RFE scheme, users create their secret keys themselves and then register the associated public keys to a key curator along with the functions they wish to compute on the encrypted data. The key curator aggregates the public keys from the different users into a single compact master public key. To decrypt, users occasionally need to obtain helper decryption keys from the key curator which they combine with their own secret keys. We require that the size of the aggregated public key, the helper decryption keys, the ciphertexts, as well as the encryption/decryption time to be polylogarithmic in the number of registered users. Moreover, the key curator is entirely transparent and maintains no secrets. RFE generalizes the notions of registration-based encryption (RBE) introduced by Garg et al. (TCC 2018) and registered attribute-based encryption introduced by Hohenberger et al. (EUROCRYPT 2023) who dealt with the “all-or-nothing” variants of FE.
We present an RFE scheme for general functions and an arbitrary number of users from indistinguishability obfuscation and somewhere statistically binding hash functions. Surprisingly, our construction is achieved via only a minor tweak applied to the registered ABE of Hohenberger et al.
Nick Frymann, Daniel Gardham, Mark Manulis, Hugo Nartz
Asynchronous Remote Key Generation (ARKG, introduced in ACM CCS 2020) allows for a party to create public keys for which corresponding private keys may be later computed by another intended party only. ARKG can be composed with standard public-key cryptosystems and has been used to construct a new class of privacy-preserving proxy signatures. The original construction of ARKG, however, generates discrete logarithm key pairs of the form $(x, g^x)$.
In this paper we define a generic approach for building ARKG schemes which can be applied to a wide range of pairing-based cryptosystems. This construction is based on a new building block which we introduce and call Asymmetric Key Generation (AKG) along with its extension $\phi$-AKG where $\phi$ is a suitable mapping for capturing different key structures and types of pairings. We show that appropriate choice of $\phi$ allows us to create a secure ARKG scheme compatible with any key pair that is secure under the Uber assumption (EUROCRYPT 2004).
To demonstrate the extensive range of our general approach, we construct ARKG schemes for a number of popular pairing-based primitives: Boneh-Lynn-Shacham (JoC 2004), Camenisch-Lysyanskaya (CRYPTO 2004), Pointcheval-Sanders (CT-RSA 2016), Waters (EUROCRYPT 2005) signatures and structure-preserving signatures on equivalence classes (ASIACRYPT 2014). For each scheme we give an implementation and provide benchmarks that show the feasibility of our techniques.
In this paper we define a generic approach for building ARKG schemes which can be applied to a wide range of pairing-based cryptosystems. This construction is based on a new building block which we introduce and call Asymmetric Key Generation (AKG) along with its extension $\phi$-AKG where $\phi$ is a suitable mapping for capturing different key structures and types of pairings. We show that appropriate choice of $\phi$ allows us to create a secure ARKG scheme compatible with any key pair that is secure under the Uber assumption (EUROCRYPT 2004).
To demonstrate the extensive range of our general approach, we construct ARKG schemes for a number of popular pairing-based primitives: Boneh-Lynn-Shacham (JoC 2004), Camenisch-Lysyanskaya (CRYPTO 2004), Pointcheval-Sanders (CT-RSA 2016), Waters (EUROCRYPT 2005) signatures and structure-preserving signatures on equivalence classes (ASIACRYPT 2014). For each scheme we give an implementation and provide benchmarks that show the feasibility of our techniques.
David Heath, Vladimir Kolesnikov, Rafail Ostrovsky
We introduce and formalize tri-state circuits (TSCs). TSCs form a natural model of computation that, to our knowledge, has not been considered by theorists. The model captures a surprising combination of simplicity and power. TSCs are simple in the sense that they allow only three wire values ($0$,$1$, and undefined – $\mathcal{Z}$) and three types of fan-in two gates; they are powerful in the sense that their statically placed gates fire (execute) eagerly as their inputs become defined, implying an order of execution that depends on the input. This dynamic behavior is sufficient to efficiently evaluate RAM programs.
We construct a TSC that emulates $T$ steps of any RAM program and that has only $O(T \cdot \log^3 T \cdot \log \log T )$ gates. Contrast this with the reduction to Boolean circuits, where the best known approach scans all of memory on each access, incurring quadratic cost. Thus, while simple, TSCs have expressive power that closely approximates the RAM model.
We connect TSCs with Garbled Computation (GC). TSCs capture the power of garbling far better than Boolean Circuits, offering a significantly more expressive model of computation while leaving the per-gate cost of evaluation essentially unchanged.
Our most exciting explicit result is authenticated Garbled RAM (GRAM), an approach to constant-round maliciously-secure 2PC of RAM programs. Let $\lambda$ denote the computational security parameter. We first extend authenticated garbling to TSCs; then, by simply plugging in our TSC-based RAM, we immediately obtain authenticated GRAM running at cost $O(T \cdot \log^3 T \cdot \log \log T \cdot \lambda)$, outperforming all prior work, including even GRAMs in the semi-honest setting. (Prior GRAMs measure per-access cost for a memory storing large $w = \Omega(\log^2 T)$-bit words; by this metric, our cost is $O(w\cdot \log T \cdot \log\log T \cdot \lambda)$.)
As another highlight of the power of TSCs, we give a simple semi-honest garbling of TSCs based only on one-way functions. This yields standard- assumption-based GRAM at cost $O(T \cdot \log^3 T \cdot \log \log T \cdot \lambda)$, outperforming the best prior GRAM in this setting by more than factor $\lambda$.
We construct a TSC that emulates $T$ steps of any RAM program and that has only $O(T \cdot \log^3 T \cdot \log \log T )$ gates. Contrast this with the reduction to Boolean circuits, where the best known approach scans all of memory on each access, incurring quadratic cost. Thus, while simple, TSCs have expressive power that closely approximates the RAM model.
We connect TSCs with Garbled Computation (GC). TSCs capture the power of garbling far better than Boolean Circuits, offering a significantly more expressive model of computation while leaving the per-gate cost of evaluation essentially unchanged.
Our most exciting explicit result is authenticated Garbled RAM (GRAM), an approach to constant-round maliciously-secure 2PC of RAM programs. Let $\lambda$ denote the computational security parameter. We first extend authenticated garbling to TSCs; then, by simply plugging in our TSC-based RAM, we immediately obtain authenticated GRAM running at cost $O(T \cdot \log^3 T \cdot \log \log T \cdot \lambda)$, outperforming all prior work, including even GRAMs in the semi-honest setting. (Prior GRAMs measure per-access cost for a memory storing large $w = \Omega(\log^2 T)$-bit words; by this metric, our cost is $O(w\cdot \log T \cdot \log\log T \cdot \lambda)$.)
As another highlight of the power of TSCs, we give a simple semi-honest garbling of TSCs based only on one-way functions. This yields standard- assumption-based GRAM at cost $O(T \cdot \log^3 T \cdot \log \log T \cdot \lambda)$, outperforming the best prior GRAM in this setting by more than factor $\lambda$.
Afonso Arriaga, Petra Sala, Marjan Škrobot
Wireless-channel key exchange (WiKE) protocols that leverage Physical Layer Security (PLS) techniques could become an alternative solution for secure communication establishment, such as vehicular ad-hoc networks, wireless IoT networks, or cross-layer protocols.
In this paper, we provide a novel abstraction of WiKE protocols and present the first game-based security model for WiKE. Our result enables the analysis of security guarantees offered by these cross-layer protocols and allows the study of WiKE's compositional aspects. Further, we address the potential problem of the slow-rate secret-key generation in WiKE due to inadequate environmental conditions that might render WiKE protocols impractical or undesirably slow. We explore a solution to such a problem by bootstrapping a low-entropy key coming as the output of WiKE using a Password Authenticated Key Exchange (PAKE). On top of the new security definition for WiKE and those which are well-established for PAKE, we build a compositional WiKE-then-PAKE model and define the minimum security requirements for the safe sequential composition of the two primitives in a black-box manner. Finally, we show the pitfalls of previous ad-hoc attempts to combine WiKE and PAKE.
In this paper, we provide a novel abstraction of WiKE protocols and present the first game-based security model for WiKE. Our result enables the analysis of security guarantees offered by these cross-layer protocols and allows the study of WiKE's compositional aspects. Further, we address the potential problem of the slow-rate secret-key generation in WiKE due to inadequate environmental conditions that might render WiKE protocols impractical or undesirably slow. We explore a solution to such a problem by bootstrapping a low-entropy key coming as the output of WiKE using a Password Authenticated Key Exchange (PAKE). On top of the new security definition for WiKE and those which are well-established for PAKE, we build a compositional WiKE-then-PAKE model and define the minimum security requirements for the safe sequential composition of the two primitives in a black-box manner. Finally, we show the pitfalls of previous ad-hoc attempts to combine WiKE and PAKE.
Hao Guo
We give an algebraic attack to forge the signature of a scheme called
MPPK/DS, which can be achieved by solving a linear system in 5 variables
with coefficients on $\mathbb{Z}/2^x q \mathbb{Z}$ for some odd prime $q$ and $x ≥ 1$.
29 March 2023
Mingxun Zhou, Andrew Park, Elaine Shi, Wenting Zheng
We construct a sublinear-time single-server pre-processing Private Information Retrieval
(PIR) scheme with optimal client storage and server computation (up to poly-logarithmic factors), only relying on the assumption of the existence of One Way Functions (OWF). Our scheme achieves amortized $\tilde{O}(\sqrt{n})$ online server computation and client computation and $O(\sqrt{n})$
online communication per query, and requires $\widetilde{O}_\lambda(\sqrt{n})$ client storage. Unlike prior single-server PIR schemes that rely on heavy cryptographic machinery such as Homomorphic Encryption, our scheme only utilizes lightweight cryptography such as PRFs, which is easily instantiated in practice. To our knowledge, this is the first practical implementation of a single-server sublinear-time PIR scheme.
Compared to existing linear time single-server solutions, our schemes are faster by $10-300\times$ and are comparable to the fastest two-server schemes. In particular, for a 100GB database of 1.6 billion entries, our experiments show that our scheme has less than 40ms online computation time on a single core.