What a lovely hat

As language models are increasingly deployed in cloud environments, privacy concerns have become a significant issue. To address this, we design THOR, a secure inference framework for transformer models on encrypted data. Specifically, we first propose new fast matrix multiplication algorithms based on diagonal-major order encoding and extend them to parallel matrix computation through the compact ciphertext packing technique. Second, we design efficient protocols for secure computations of...

We present an efficient Publicly Verifiable Fully Homomorphic Encryption scheme that, along with being able to evaluate arbitrary boolean circuits over ciphertexts, also generates a succinct proof of correct homomorphic computation. Our scheme is based on FHEW proposed by Ducas and Micciancio (Eurocrypt'15), and we incorporate the GINX homomorphic accumulator (Eurocrypt'16) for improved bootstrapping efficiency. In order to generate the proof efficiently, we generalize the widely used Rank-1...

In this paper, we show for the first time it is practical to privately delegate proof generation of zkSNARKs proving up to $2^{20}$ R1CS constraints to a single server. We achieve this by homomorphically computing zkSNARK proof generation, an approach we call blind zkSNARKs. We formalize the concept of blind proofs, analyze their cryptographic properties and show that the resulting blind zkSNARKs remain sound when compiled using BCS compilation. Garg et al. gave a similar framework at CRYPTO...

Password-protected key retrieval (PPKR) enables users to store and retrieve high-entropy keys from a server securely. The process is bootstrapped from a human-memorizable password only, addressing the challenge of how end-users can manage cryptographic key material. The core security requirement is protection against a corrupt server, which should not be able to learn the key or offline- attack it through the password protection. PPKR is deployed at a large scale with the WhatsApp Backup...

Private information retrieval (PIR) is a key building block in many privacy-preserving systems, and recent works have made significant progress on reducing the concrete computational costs of single-server PIR. However, existing constructions have high communication overhead, especially for databases with small records. In this work, we introduce Respire, a lattice-based PIR scheme tailored for databases of small records. To retrieve a single record from a database with over a million...

In recent years, actively secure SPDZ-like protocols for dishonest majority, like SPD$\mathbb Z_{2^k}$, Overdrive2k, and MHz2k, over base rings $\mathbb Z_{2^k}$ have become more and more efficient. In this paper, we present a new actively secure MPC protocol Multipars that outperforms these state-of-the-art protocols over $\mathbb Z_{2^k}$ by more than a factor of 2 in the two-party setup in terms of communication. Multipars is the first actively secure N-party protocol over $\mathbb...

The Automatic Certificate Management Environment protocol (ACME) has significantly contributed to the widespread use of digital certificates in safeguarding the authenticity and privacy of Internet data. These certificates are required for implementing the Transport Layer Security (TLS) protocol. However, it is well known that the cryptographic algorithms employed in these certificates will become insecure with the emergence of quantum computers. This study assesses the challenges in...

We present two new constructions for private information retrieval (PIR) in the classical setting where the clients do not need to do any preprocessing or store any database dependent information, and the server does not need to store any client-dependent information. Our first construction (HintlessPIR) eliminates the client preprocessing step from the recent LWE-based SimplePIR (Henzinger et. al., USENIX Security 2023) by outsourcing the "hint" related computation to the server,...

We outline a secure and efficient methodology to do threshold distributed decryption for LWE based Fully Homomorphic Encryption schemes. Due to the smaller parameters used in some FHE schemes, such as Torus-FHE (TFHE), the standard technique of ``noise flooding'' seems not to apply. We show that noise flooding can also be used with schemes with such small parameters, by utilizing a switch to a scheme with slightly higher parameters and then utilizing the efficient bootstrapping operations...

Fully homomorphic encryption (FHE) is a powerful cryptographic technique allowing to perform computation directly over encrypted data. Motivated by the overhead induced by the homomorphic ciphertexts during encryption and transmission, the transciphering technique, consisting in switching from a symmetric encryption to FHE encrypted data was investigated in several papers. Different stream and block ciphers were evaluated in terms of their "FHE-friendliness", meaning practical...

Data trading is an emerging business, in which data sellers provide buyers with, for example, their private datasets and get paid from buyers. In many scenarios, sellers prefer to sell pieces of data, such as statistical results derived from the dataset, rather than the entire dataset. Meanwhile, buyers wish to hide the results they retrieve. Since it is not preferable to rely on a trusted third party (TTP), we are wondering, in the absence of TTP, whether there exists a \emph{practical}...

The high demand for customer-centric applications such as secure cloud storage laid the foundation for the development of user-centric security protocols with multiple security features in recent years. But, the current state-of-art techniques primarily emphasized only one type of security feature i.e., either homomorphism or non-malleability. In order to fill this gap and provide a common platform for both homomorphic and non-malleable cloud applications, we have introduced a new public key...

Oblivious RAM (ORAM) enables a user to read/write her outsourced cloud data without access-pattern leakage. Not all users want a fully functional ORAM all the time since it always creates inefficiency. We show that forward-private/backward-private (FP/BP) ORAMs are also good alternatives for reducing the search-pattern leakage of dynamic searchable encryption (DSE). We introduce the FP/BP-ORAM definitions and present LL-ORAM, the first FP/BP-ORAM that achieves near-zero client storage,...

A cryptographic primitive, called encryption switching protocol (ESP), has been proposed recently. This two-party protocol enables interactively converting values encrypted under one scheme into another scheme without revealing the plaintexts. Given two additively and multiplicatively homomorphic encryption schemes, parties can now encrypt their data and convert underlying encryption schemes to perform different operations simultaneously. Due to its efficiency, ESP becomes an alternative to...

We introduce the WIDESEAS protocol for lattice-based Private Information Retrieval (PIR), and we give performance numbers for its recent implementation in the EncryptedQuery open-source PIR software. This protocol uses the fully homomorphic Brakerski--Fan--Vercauteren (BFV) encryption scheme, as opposed to the Paillier scheme, which is used in all earlier versions of EncryptedQuery. We show that the homomorphic capabilities of BFV result in smaller query sizes (due to a query-shrinking...

Multi-key fully homomorphic encryption (MKFHE) allows computations on ciphertexts encrypted by different users (public keys), and the results can be jointly decrypted using the secret keys of all the users involved. The NTRU-based scheme is an important alternative to post-quantum cryptography, but the NTRU-based MKFHE has the following drawbacks, which cause it inefficient in scenarios such as secure multi-party computing (MPC). One is the relinearization technique used for key switching...

The significant advancements in the field of homomorphic encryption have led to a grown interest in securely outsourcing data and computation for privacy critical applications. In this paper, we focus on the problem of performing secure predictive analysis, such as principal component analysis (PCA) and linear regression, through exact arithmetic over encrypted data. We improve the plaintext structure of Lu et al.'s protocols (from NDSS 2017), by switching over from linear array arrangement...

We present a very simple universally verifiable MPC protocol. The first component is a threshold somewhat homomorphic cryptosystem that permits an arbitrary number of additions (in the source group), followed by a single multiplication, followed by an arbitrary number of additions in the target group. The second component is a black-box construction of universally verifiable distributed encryption switching between any public key encryption schemes supporting shared setup and key...

The growing popularity of cloud-based machine learning raises a natural question about the privacy guarantees that can be provided in such a setting. Our work tackles this problem in the context where a client wishes to classify private images using a convolutional neural network (CNN) trained by a server. Our goal is to build efficient protocols whereby the client can acquire the classification result without revealing their input to the server, while guaranteeing the privacy of the...

Zero-knowledge proofs of knowledge and fully-homomorphic encryption are two areas that have seen considerable advances in recent years, and these two techniques are used in conjunction in the context of verifiable decryption. Existing solutions for verifiable decryption are aimed at the batch setting, however there are many applications in which there will only be one ciphertext that requires a proof of decryption. The purpose of this paper is to provide a zero-knowledge proof of correct...

At CRYPTO 2016, Couteau, Peters and Pointcheval introduced a new primitive called Encryption Switching Protocols, allowing to switch ciphertexts between two encryption schemes. If such an ESP is built with two schemes that are respectively additively and multiplicatively homomorphic, it naturally gives rise to a secure 2-party computation protocol. It is thus perfectly suited for evaluating functions, such as multivariate polynomials, given as arithmetic circuits. Couteau et al. built...

We prove that, assuming there exists an injective one-way function $f$, \emph{at least} one of the following statements is true: \begin{itemize} \item (Infinitely-often) Non-uniform public-key encryption and key agreement exist; \item The Feige-Shamir protocol instantiated with $f$ is distributional concurrent zero knowledge for a large class of distributions over any OR NP-relations with small distinguishability gap. \end{itemize} The questions of whether we can achieve these goals are...

The recent notion of encryption switching protocol (ESP) allows two players to obliviously switch between two encryption schemes. Instantiated from multiplicatively homomorphic encryption and additively homomorphic encryption, ESPs provide a generic solution to two-party computation and lead to particularly efficient protocols for arithmetic circuits in terms of interaction and communication. In this paper, we further investigate their applications and show how ESPs can be used as an...

We put forth a novel cryptographic primitive: encryption switching protocol (ESP), allowing to switch between two encryption schemes. Intuitively, this two-party protocol converts given ciphertexts from one scheme into ciphertexts of the same messages in the other scheme, for any polynomial number of switches, in any direction. Although ESP is a special kind of two-party computation protocol, it turns out that ESP implies general two-party computation under natural conditions. In particular,...

We propose a simple cast-as-intended remote e-voting protocol where the security is based on the use of secure (and trusted) smart cards that incorporate incard numeric keyboards and LCD displays, and can perform a limited number of cryptographic operations (like encryption, signing, and random number generation). The protocol, while very simple, is significantly more secure (in the sense of ``cast-as-intended'') and convenient to use than the e-voting protocol currently used in Norway. The...

We revisit the problem of general-purpose \emph{private function evaluation} (PFE) wherein a single party $P_1$ holds a circuit $\C$, while each $P_i$ for $1 \le i \leq n$ holds a private input $x_i$, and the goal is for a subset (or all) of the parties to learn $\C(x_1, \ldots, x_n)$ but nothing else. We put forth a general framework for designing PFE where the task of hiding the circuit and securely evaluating its gates are addressed independently: First, we reduce the task of hiding...

We initiate a general study of schemes resilient to both tampering and leakage attacks. Tampering attacks are powerful cryptanalytic attacks where an adversary can change the secret state and observes the effect of such changes at the output. Our contributions are outlined below: (1) We propose a general construction showing that any cryptographic primitive where the secret key can be chosen as a uniformly random string can be made secure against bounded tampering and leakage. This holds ...