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08 October 2024
Emanuele Di Giandomenico, Yong Li, Sven Schäge
ePrint Report
We present $\mathsf{Protoss}$, a new balanced PAKE protocol with optimal communication efficiency. Messages are only 160 bits long and the computational complexity is lower than all previous approaches. Our protocol is proven secure in the random oracle model and features a security proof in a strong security model with multiple parties and multiple sessions, while allowing for generous attack queries including multiple $\mathsf{Test}$-queries. Moreover, the proof is in the practically relevant single-bit model (that is harder to achieve than the multiple-bit model) and tightly reduces to the Strong Square Diffie-Hellman assumption (SSQRDH). This allows for very efficient, theoretically-sound instantiations and tight compositions with symmetric primitives.
Nicholas Carlini, Jorge Chávez-Saab, Anna Hambitzer, Francisco Rodríguez-Henríquez, Adi Shamir
ePrint Report
Deep neural networks (DNNs) are valuable assets, yet their public accessibility raises security concerns about parameter extraction by malicious actors. Recent work by Carlini et al. (Crypto’20) and Canales- Martínez et al. (Eurocrypt’24) has drawn parallels between this issue and block cipher key extraction via chosen plaintext attacks. Leveraging differential cryptanalysis, they demonstrated that all the weights and biases of black-box ReLU-based DNNs could be inferred using a polynomial number of queries and computational time. However, their attacks relied on the availability of the exact numeric value of output logits, which allowed the calculation of their derivatives. To overcome this limitation, Chen et al. (Asiacrypt’24) tackled the more realistic hard-label scenario, where only the final classification label (e.g., "dog" or "car") is accessible to the attacker. They proposed an extraction method requiring a polynomial number of queries but an exponential execution time. In addition, their approach was applicable only to a restricted set of architectures, could deal only with binary classifiers, and was demonstrated only on tiny neural networks with up to four neurons split among up to two hidden layers.
This paper introduces new techniques that, for the first time, achieve cryptanalytic extraction of DNN parameters in the most challenging hard-label setting, using both a polynomial number of queries and polynomial time. We validate our approach by extracting nearly one million parameters from a DNN trained on the CIFAR-10 dataset, comprising 832 neurons in four hidden layers. Our results reveal the surprising fact that all the weights of a ReLU-based DNN can be efficiently determined by analyzing only the geometric shape of its decision boundaries.
Francesca Falzon, Evangelia Anna Markatou
ePrint Report
We revisit the problem of Authorized Private Set Intersection (APSI), which allows mutually untrusting parties to authorize their items using a trusted third-party judge before privately computing the intersection. We also initiate the study of Partial-APSI, a novel privacy-preserving generalization of APSI in which the client only reveals a subset of their items to a third-party semi-honest judge for authorization. Partial-APSI allows for partial verification of the set, preserving the privacy of the party whose items are being verified. Both APSI and Partial-APSI have a number of applications, including genome matching, ad conversion, and compliance with privacy policies such as the GDPR.
We present two protocols based on bilinear pairings with linear communication. The first realizes the APSI functionality, is secure against a malicious client, and requires only one round of communication during the online phase. Our second protocol realizes the Partial-APSI functionality and is secure against a client that may maliciously inject elements into its input set, but who follows the protocol semi-honestly otherwise. We formally prove correctness and security of these protocols and provide an experimental evaluation to demonstrate their practicality. Our protocols can be efficiently run on commodity hardware. We also show that our protocols are massively parallelizable by running our experiments on a compute grid across 50 cores.
Tomoyuki Morimae, Keita Xagawa
ePrint Report
In quantum cryptography, there could be a new world, Microcrypt, where
cryptography is possible but one-way functions (OWFs) do not exist. Although many fundamental primitives and useful applications have been found in Microcrypt, they lack ``OWFs-free'' concrete hardness assumptions on which they are based. In classical cryptography, many hardness assumptions on concrete mathematical problems have been introduced, such as the discrete logarithm (DL) problems or the decisional Diffie-Hellman (DDH) problems on concrete group structures related to finite fields or elliptic curves. They are then abstracted to generic hardness assumptions such as the DL and DDH assumptions over group actions. Finally, based on these generic assumptions, primitives and applications are constructed. The goal of the present paper is to introduce several abstracted generic hardness assumptions in Microcrypt, which could connect the concrete mathematical hardness assumptions with applications. Our assumptions are based on a quantum analogue of group actions. A group action is a tuple $(G,S,\star)$ of a group $G$, a set $S$, and an operation $\star:G\times S\to S$. We introduce a quantum analogue of group actions, which we call quantum group actions (QGAs), where $G$ is a set of unitary operators, $S$ is a set of states, and $\star$ is the application of a unitary on a state. By endowing QGAs with some reasonable hardness assumptions, we introduce a natural quantum analogue of the decisional Diffie-Hellman (DDH) assumption and pseudorandom group actions. Based on these assumptions, we construct classical-query pseudorandom function-like state generators (PRFSGs).
PRFSGs are a quantum analogue of pseudorandom functions (PRFs), and have many applications such as IND-CPA SKE, EUF-CMA MAC, and private-key quantum money schemes. Because classical group actions are instantiated with many concrete mathematical hardness assumptions, our QGAs could also have some concrete (even OWFs-free) instantiations.
Keegan Ryan
ePrint Report
We examine the problem of finding small solutions to systems of modular multivariate polynomials. While the case of univariate polynomials has been well understood since Coppersmith's original 1996 work, multivariate systems typically rely on carefully crafted shift polynomials and significant manual analysis of the resulting Coppersmith lattice. In this work, we develop several algorithms that make such hand-crafted strategies obsolete. We first use the theory of Gröbner bases to develop an algorithm that provably computes an optimal set of shift polynomials, and we use lattice theory to construct a lattice which provably contains all desired short vectors. While this strategy is usable in practice, the resulting lattice often has large rank. Next, we propose a heuristic strategy based on graph optimization algorithms that quickly identifies low-rank alternatives. Third, we develop a strategy which symbolically precomputes shift polynomials, and we use the theory of polytopes to polynomially bound the running time. Like Meers and Nowakowski's automated method, our precomputation strategy enables heuristically and automatically determining asymptotic bounds. We evaluate our new strategies on over a dozen previously studied Coppersmith problems. In all cases, our unified approach achieves the same recovery bounds in practice as prior work, even improving the practical bounds for four of the problems. In four problems, we find smaller and more efficient lattice constructions, and in two problems, we improve the existing asymptotic bounds. While our strategies are still heuristic, they are simple to describe, implement, and execute, and we hope that they drastically simplify the application of Coppersmith's method to systems of multivariate polynomials.
Victor Sint Nicolaas, Sascha Jafari
ePrint Report
Value Added Tax (VAT) is a cornerstone of government rev-
enue systems worldwide, yet its self-reported nature has historically been vulnerable to fraud. While transaction-level reporting requirements may tackle fraud, they raise concerns regarding data security and overreliance on tax authorities as fully trusted intermediaries. To address these issues, we propose Verifiable VAT, a protocol that enables confidential and verifiable VAT reporting. Our system allows companies to confidentially report VAT as a homomorphic commitment in a centrally managed permissioned ledger, using zero-knowledge proofs to provide integrity guarantees. We demonstrate that the scheme strictly limits the amount of fraud possible due to misreporting. Additionally, we introduce a scheme so companies can (dis)prove exchange of VAT with fraudulent companies. The proposed protocol is flexible with regards to real-world jurisdictions’ requirements, and underscores the potential of cryptographic methods to enhance the integrity and confidentiality of tax systems.
Amit Agarwal, Rex Fernando, Benny Pinkas
ePrint Report
We propose a new cryptographic primitive called ``selective batched identity-based encryption'' (Selective Batched IBE) and its thresholdized version. The new primitive allows encrypting messages with specific identities and batch labels, where the latter can represent, for example, a block number on a blockchain. Given an arbitrary subset of identities for a particular batch, our primitive enables efficient issuance of a single decryption key that can be used to decrypt all ciphertexts having identities that are included in the subset while preserving the privacy of all ciphertexts having identities that are excluded from the subset. At the heart of our construction is a new technique that enables public aggregation (i.e. without knowledge of any secrets) of any subset of identities, into a succinct digest. This digest is used to derive, via a master secret key, a single succinct decryption key for all the identities that were digested in this batch. In a threshold system, where the master key is distributed as secret shares among multiple authorities, our method significantly reduces the communication (and in some cases, computation) overhead for the authorities. It achieves this by making their costs for key issuance independent of the batch size.
We present a concrete instantiation of a Selective Batched IBE scheme based on the KZG polynomial commitment scheme by Kate et al. (Asiacrypt'10) and a modified form of the BLS signature scheme by Boneh et al. (Asiacrypt'01). The construction is proven secure in the generic group model (GGM).
In a blockchain setting, the new construction can be used for achieving mempool privacy by encrypting transactions to a block, opening only the transactions included in a given block and hiding the transactions that are not included in it. With the thresholdized version, multiple authorities (validators) can collaboratively manage the decryption process. Other possible applications include scalable support via blockchain for fairness of dishonest majority MPC, and conditional batched threshold decryption that can be used for implementing secure Dutch auctions and privacy preserving options trading.
We present a concrete instantiation of a Selective Batched IBE scheme based on the KZG polynomial commitment scheme by Kate et al. (Asiacrypt'10) and a modified form of the BLS signature scheme by Boneh et al. (Asiacrypt'01). The construction is proven secure in the generic group model (GGM).
In a blockchain setting, the new construction can be used for achieving mempool privacy by encrypting transactions to a block, opening only the transactions included in a given block and hiding the transactions that are not included in it. With the thresholdized version, multiple authorities (validators) can collaboratively manage the decryption process. Other possible applications include scalable support via blockchain for fairness of dishonest majority MPC, and conditional batched threshold decryption that can be used for implementing secure Dutch auctions and privacy preserving options trading.
Qiqi Lai, Feng-Hao Liu, Yang Lu, Haiyang Xue, Yong Yu
ePrint Report
In this paper, we construct the first asymptotically efficient two-round $n$-out-of-$n$ and multi-signature schemes from lattices in the quantum random oracle model (QROM), using the Fiat-Shamir with Aborts (FSwA) paradigm. Our protocols can be viewed as the QROM~variants of the two-round protocols by Damgård et al. (JoC 2022). A notable feature of our protocol, compared to other counterparts in the classical random oracle model, is that each party performs an independent abort and still outputs a signature in exactly two rounds, making our schemes significantly more scalable.
From a technical perspective, the simulation of QROM~and the efficient reduction from breaking underlying assumption to forging signatures are the essential challenges to achieving efficient QROM security for the previously related works. In order to conquer the former one we adopt the quantum-accessible pseudorandom function (QPRF) to simulate QROM. Particularly, we show that there exist a QPRF~which can be programmed and inverted, even against a quantum adversary. For the latter challenge, we tweak and apply the online extractability by Unruh (Eurocrypt 2015).
From a technical perspective, the simulation of QROM~and the efficient reduction from breaking underlying assumption to forging signatures are the essential challenges to achieving efficient QROM security for the previously related works. In order to conquer the former one we adopt the quantum-accessible pseudorandom function (QPRF) to simulate QROM. Particularly, we show that there exist a QPRF~which can be programmed and inverted, even against a quantum adversary. For the latter challenge, we tweak and apply the online extractability by Unruh (Eurocrypt 2015).
Zerui Cheng, Edoardo Contente, Ben Finch, Oleg Golev, Jonathan Hayase, Andrew Miller, Niusha Moshrefi, Anshul Nasery, Sandeep Nailwal, Sewoong Oh, Himanshu Tyagi, Pramod Viswanath
ePrint Report
Artificial Intelligence (AI) has steadily improved across a wide range of tasks, and a significant breakthrough towards general intelligence was achieved with the rise of generative deep models, which have garnered worldwide attention. However, the development and deployment of AI are almost entirely controlled by a few powerful organizations and individuals who are racing to create Artificial General Intelligence (AGI). These centralized entities make decisions with little public oversight, shaping the future of humanity, often with unforeseen consequences.
In this paper, we propose OML, which stands for Open, Monetizable, and Loyal AI, an approach designed to democratize AI development and shift control away from these monopolistic actors. OML is realized through an interdisciplinary framework spanning AI, blockchain, and cryptography. We present several ideas for constructing OML systems using technologies such as Trusted Execution Environments (TEE), traditional cryptographic primitives like fully homomorphic encryption and functional encryption, obfuscation, and AI-native solutions rooted in the sample complexity and intrinsic hardness of AI tasks.
A key innovation of our work is the introduction of a new scientific field: AI-native cryptography, which leverages cryptographic primitives tailored to AI applications. Unlike conventional cryptography, which focuses on discrete data and binary security guarantees, AI-native cryptography exploits the continuous nature of AI data representations and their low-dimensional manifolds, focusing on improving approximate performance. One core idea is to transform AI attack methods, such as data poisoning, into security tools. This novel approach serves as a foundation for OML 1.0, an implemented system that demonstrates the practical viability of AI-native cryptographic techniques. At the heart of OML 1.0 is the concept of model fingerprinting, a novel AI-native cryptographic primitive that helps protect the integrity and ownership of AI models.
The spirit of OML is to establish a decentralized, open, and transparent platform for AI development, enabling the community to contribute, monetize, and take ownership of AI models. By decentralizing control and ensuring transparency through blockchain technology, OML prevents the concentration of power and provides accountability in AI development that has not been possible before.
To the best of our knowledge, this paper is the first to:
• Identify the monopolization and lack of transparency challenges in AI deployment today and formulate the challenge as OML (Open, Monetizable, Loyal).
• Provide an interdisciplinary approach to solving the OML challenge, incorporating ideas from AI, blockchain, and cryptography.
• Introduce and formally define the new scientific field of AI-native cryptography.
• Develop novel AI-native cryptographic primitives and implement them in OML 1.0, analyzing their security and effectiveness.
• Leverage blockchain technology to host OML solutions, ensuring transparency, decentralization, and alignment with the goals of democratized AI development.
Through OML, we aim to provide a decentralized framework for AI development that prioritizes open collaboration, ownership rights, and transparency, ultimately fostering a more inclusive AI ecosystem.
Yijian Zhang, Jie Chen, Debiao He, Yuqing Zhang
ePrint Report
As an emerging primitive, Registered Functional Encryption (RFE) eliminates the key-escrow issue that threatens numerous works for functional encryption, by replacing the trusted authority with a transparent key curator and allowing each user to sample their decryption keys locally. In this work, we present a new black-box approach to construct RFE for all polynomial-sized circuits. It considers adaptive simulation-based security in the bounded collusion model (Gorbunov et al. - CRYPTO'12), where the security can be ensured only if there are no more than Q >= 1 corrupted users and $Q$ is fixed at the setup phase. Unlike earlier works, we do not employ unpractical Indistinguishability Obfuscation (iO). Conversely, it can be extended to support unbounded users, which is previously only known from iO.
Technically, our general compiler exploits garbled circuits and a novel variant of slotted Registered Broadcast Encryption (RBE), namely global slotted RBE. This primitive is similar to slotted RBE, but needs optimally compact public parameters and ciphertext, so as to satisfy the efficiency requirement of the resulting RFE. Then we present two concrete global slotted RBE from pairings and lattices, respectively. With proposed compiler, we hence obtain two bounded collusion-resistant RFE schemes. Here, the first scheme relies on k-Lin assumption, while the second one supports unbounded users under LWE and evasive LWE assumptions.
Technically, our general compiler exploits garbled circuits and a novel variant of slotted Registered Broadcast Encryption (RBE), namely global slotted RBE. This primitive is similar to slotted RBE, but needs optimally compact public parameters and ciphertext, so as to satisfy the efficiency requirement of the resulting RFE. Then we present two concrete global slotted RBE from pairings and lattices, respectively. With proposed compiler, we hence obtain two bounded collusion-resistant RFE schemes. Here, the first scheme relies on k-Lin assumption, while the second one supports unbounded users under LWE and evasive LWE assumptions.
Ulrich Haböck
ePrint Report
In this writeup we discuss the soundness of the Basefold multilinear polynomial commitment scheme [Zeilberger, Chen, Fisch 23] applied to Reed-Solomon codes, and run with proximity parameters up to the Johnson list decoding bound.
Our security analysis relies on a generalization of the celebrated correlated agreement theorem from [Ben-Sasson, et al., 20] to linear subcodes of Reed-Solomon codes, which turns out a by-product of the Guruswami-Sudan list decoder analysis.
We further highlight a non-linear variant of the subcode correlated
agreement theorem, which is flexible enough to apply to Basefold-like protocols such as recent optimizations of FRI-Binius [Diamond, Posen 24], and which we believe sufficient for proving the security of a recent multilinear version of STIR [Arnon, Chiesa, Fenzi, Yogev 24] in the list-decoding regime
Kota Yoshida, Sengim Karayalcin, Stjepan Picek
ePrint Report
Recently, deep learning-based side-channel analysis (DLSCA) has emerged as a serious threat against cryptographic implementations. These methods can efficiently break implementations protected with various countermeasures while needing limited manual intervention. To effectively protect implementation, it is therefore crucial to be able to interpret \textbf{how} these models are defeating countermeasures. Several works have attempted to gain a better understanding of the mechanics of these models. However, a fine-grained description remains elusive.
To help tackle this challenge, we propose using Kolmogorov-Arnold Networks (KANs). These neural networks were recently introduced and showed competitive performance to multilayer perceptrons (MLPs) on small-scale tasks while being easier to interpret. In this work, we show that KANs are well suited to SCA, performing similarly to MLPs across both simulated and real-world traces. Furthermore, we find specific strategies that the trained models learn for combining mask shares and are able to measure what points in the trace are relevant.
07 October 2024
Announcement
After the successful launch of the IACR Communications in Cryptology in 2024, the Editors-in-Chief are looking for new Editorial Board members for the 4 issues in 2025.
Please use this form for (self-) nomination: https://forms.gle/myrGvP1FFdk1p6pU9
Please use this form for (self-) nomination: https://forms.gle/myrGvP1FFdk1p6pU9
University of Bergen
Job Posting
At the Department of Informatics, there is a vacancy for a postdoctoral research fellow position within the topic of cryptography and its applications to security of AI at the Selmer Center in Secure Communication.
The position is for a fixed term of 3 years and is associated with financing from the University of Bergen.
The position is open to either an incoming or an outgoing candidate, see LEAD AI mobility rules. Please see full listing.
Closing date for applications:
Contact: Professor Lilya Budaghyan at the Department of Informatics, UiB, Lilya.Budaghyan@uib.no
More information: https://www.jobbnorge.no/en/available-jobs/job/268343/lead-ai-postdoctoral-research-fellow-position-within-cryptography-and-security-of-ai
05 October 2024
Maher Mamah
ePrint Report
In this paper we study several computational problems related to current post-quantum cryptosystems based on isogenies between supersingular elliptic curves. In particular we prove that the supersingular isogeny path and endomorphism ring problems are unconditionally equivalent under polynomial time reductions. We show that access to a factoring oracle is sufficient to solve the Quaternion path problem of KLPT and prove that these problems are equivalent, where previous results either assumed heuristics or the generalised Riemann Hypothesis (GRH). Recently these reductions have become foundational for the security of isogeny-based cryptography
John Bostanci, Boyang Chen, Barak Nehoran
ePrint Report
We show that there exists a unitary quantum oracle relative to which quantum commitments exist but no (efficiently verifiable) one-way state generators exist. Both have been widely considered candidates for replacing one-way functions as the minimal assumption for cryptography—the weakest cryptographic assumption implied by all of computational cryptography. Recent work has shown that commitments can be constructed from one-way state generators, but the other direction has remained open. Our results rule out any black-box construction, and thus settle this crucial open problem, suggesting that quantum commitments (as well as its equivalency class of EFI pairs, quantum oblivious transfer, and secure quantum multiparty computation) appear to be strictly weakest among all known cryptographic
Amit Behera, Giulio Malavolta, Tomoyuki Morimae, Tamer Mour, Takashi Yamakawa
ePrint Report
While in classical cryptography, one-way functions (OWFs) are widely regarded as the “minimal assumption,” the situation in quantum cryptography is less clear. Recent works have put forward two concurrent candidates for the minimal assumption in quantum cryptography: One-way state generators (OWSGs), postulating the existence of a hard search problem with an efficient verification algorithm, and EFI pairs, postulating the existence of a hard distinguishing problem. Two recent papers [Khurana and Tomer STOC’24; Batra and Jain FOCS’24] showed that OWSGs imply EFI pairs, but the reverse direction remained open. In this work, we give strong evidence that the opposite direction does not hold: We show that there is a quantum unitary oracle relative to which EFI pairs exist, but OWSGs do not. In fact, we show a slightly stronger statement that holds also for EFI pairs that output classical bits (QEFID).
As a consequence, we separate, via our oracle, QEFID, and one-way puzzles from OWSGs and several other Microcrypt primitives, including efficiently verifiable one-way puzzles and unclonable state generators. In particular, this solves a problem left open in [Chung, Goldin, and Gray Crypto’24].
Using similar techniques, we also establish a fully black-box separation (which is slightly weaker than an oracle separation) between private-key quantum money schemes and QEFID pairs.
One conceptual implication of our work is that the existence of an efficient verification algorithm may lead to qualitatively stronger primitives in quantum cryptography.
Weijie Wang, Charalampos Papamanthou, Shravan Srinivasan, Dimitrios Papadopoulos
ePrint Report
In this work, we put forth the notion of dynamic zk-SNARKs. A dynamic zk-SNARK is a zk-SNARK that has an additional update algorithm. The update algorithm takes as input a valid source statement-witness pair $(x,w)\in \mathcal{L}$ along with a verifying proof $\pi$, and a valid target statement-witness pair $(x',w')\in \mathcal{L}$. It outputs a verifying proof $\pi'$ for $(x',w')$ in sublinear time (for $(x,w)$ and $(x',w')$ with small Hamming distance) potentially with the help of a data structure. To the best of our knowledge, none of the commonly-used zk-SNARKs are dynamic---a single update in $(x,w)$ can be handled only by recomputing the proof, which requires at least linear time. After presenting the formal definition of dynamic zk-SNARKs, we provide two constructions. The first one is based on recursive SNARKs and has $O(\log n)$ update time. However it suffers from heuristic security---it must encode the random oracle in the SNARK circuit. The second one and our central contribution, $\mathsf{Dynaverse}$, is based solely on KZG commitments and has $O(\sqrt{n}\log n)$ update time. Our preliminary evaluation shows, that, while worse asymptotically, $\mathsf{Dynaverse}$ outperforms the recursive-based approach by at least one order of magnitude.
Hieu Nguyen, Uyen Ho, Alex Biryukov
ePrint Report
The Fiat-Shamir transformation is a key technique for removing interactivity from cryptographic proof systems in real-world applications. In this work, we discuss five types of Fiat-Shamir-related protocol design errors and illustrate them with concrete examples mainly taken from real-life applications. We discuss countermeasures for such vulnerabilities.
Fuyuki Kitagawa, Tomoyuki Morimae, Takashi Yamakawa
ePrint Report
Secure key leasing (a.k.a. key-revocable cryptography) enables us to lease a cryptographic key as a quantum state in such a way that the key can be later revoked in a verifiable manner. We propose a simple framework for constructing cryptographic primitives with secure key leasing via the certified deletion property of BB84 states. Based on our framework, we obtain the following schemes.
- A public key encryption scheme with secure key leasing that has classical revocation based on any IND-CPA secure public key encryption scheme. Prior works rely on either quantum revocation or stronger assumptions such as the quantum hardness of the learning with errors (LWE) problem.
- A pseudorandom function with secure key leasing that has classical revocation based on one-way functions. Prior works rely on stronger assumptions such as the quantum hardness of the LWE problem.
- A digital signature scheme with secure key leasing that has classical revocation based on the quantum hardness of the short integer solution (SIS) problem. Our construction has static signing keys, i.e., the state of a signing key almost does not change before and after signing. Prior constructions either rely on non-static signing keys or indistinguishability obfuscation to achieve a stronger goal of copy-protection.
In addition, all of our schemes remain secure even if a verification key for revocation is leaked after the adversary submits a valid certificate of deletion. To our knowledge, all prior constructions are totally broken in this setting. Moreover, in our view, our security proofs are much simpler than those for existing schemes.
- A public key encryption scheme with secure key leasing that has classical revocation based on any IND-CPA secure public key encryption scheme. Prior works rely on either quantum revocation or stronger assumptions such as the quantum hardness of the learning with errors (LWE) problem.
- A pseudorandom function with secure key leasing that has classical revocation based on one-way functions. Prior works rely on stronger assumptions such as the quantum hardness of the LWE problem.
- A digital signature scheme with secure key leasing that has classical revocation based on the quantum hardness of the short integer solution (SIS) problem. Our construction has static signing keys, i.e., the state of a signing key almost does not change before and after signing. Prior constructions either rely on non-static signing keys or indistinguishability obfuscation to achieve a stronger goal of copy-protection.
In addition, all of our schemes remain secure even if a verification key for revocation is leaked after the adversary submits a valid certificate of deletion. To our knowledge, all prior constructions are totally broken in this setting. Moreover, in our view, our security proofs are much simpler than those for existing schemes.