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The deployment of safe and trustworthy machine learning systems, and particularly complex black box neural networks, in real-world applications requires reliable and certified guarantees on their performance. The conformal prediction…

计算机视觉与模式识别 · 计算机科学 2024-06-14 Paul Melki , Lionel Bombrun , Boubacar Diallo , Jérôme Dias , Jean-Pierre da Costa

We initiate the provable related-key security treatment for models of practical Feistel ciphers. In detail, we consider Feistel networks with four whitening keys $w_i(k)$ ($i=0,1,2,3$) and round-functions of the form $f(\gamma_i(k)\oplus…

密码学与安全 · 计算机科学 2019-03-06 Chun Guo

We reconsider the concept of multi-prover commitments, as introduced in the late eighties in the seminal work by Ben-Or et al. As was recently shown by Cr\'{e}peau et al., the security of known two-prover commitment schemes not only relies…

量子物理 · 物理学 2015-05-13 Serge Fehr , Max Fillinger

In the symbolic verification of cryptographic protocols, a central problem is deciding whether a protocol admits an execution which leaks a designated secret to the malicious intruder. Rusinowitch and Turuani (2003) show that, when…

密码学与安全 · 计算机科学 2023-01-27 R. Ramanujam , Vaishnavi Sundararajan , S. P. Suresh

In cryptography, secure Multi-Party Computation (MPC) protocols allow participants to compute a function jointly while keeping their inputs private. Recent breakthroughs are bringing MPC into practice, solving fundamental challenges for…

密码学与安全 · 计算机科学 2018-06-01 David Butler , David Aspinall , Adria Gascon

Fault-tolerant distributed systems move the trust in a single party to a majority of parties participating in the protocol. This makes blockchain based crypto-currencies possible: they allow parties to agree on a total order of transactions…

密码学与安全 · 计算机科学 2023-03-15 Søren Eller Thomsen , Bas Spitters

Proof-of-Stake (PoS) is a prominent Sybil control mechanism for blockchain-based systems. In "e-PoS: Making PoS Decentralized and Fair," Saad et al. (TPDS'21) introduced a new Proof-of-Stake protocol, e-PoS, to enhance PoS applications'…

密码学与安全 · 计算机科学 2025-04-25 Suhyeon Lee , Seungjoo Kim

We show that, for any language in NP, there is an entanglement-resistant constant-bit two-prover interactive proof system with a constant completeness vs. soundness gap. The previously proposed classical two-prover constant-bit interactive…

量子物理 · 物理学 2007-07-13 Richard Cleve , Dmitry Gavinsky , Rahul Jain

Proofs of Retrievability are protocols which allow a Client to store data remotely and to efficiently ensure, via audits, that the entirety of that data is still intact. Dynamic Proofs of Retrievability (DPoR) also support efficient…

密码学与安全 · 计算机科学 2023-03-14 Jean-Guillaume Dumas , Aude Maignan , Clément Pernet , Daniel S. Roche

The paper examines decentralized cryptocurrency protocols that are based on the use of internal tokens as identity tools. An analysis of security problems with popular Proof-of-stake consensus protocols is provided. A new protocol,…

密码学与安全 · 计算机科学 2016-01-12 Alexander Chepurnoy

In offline reinforcement learning (RL), we learn policies from fixed datasets without environment interaction. The major challenges are to provide guarantees on the (1) performance and (2) safety of the resulting policy. A technique called…

机器学习 · 计算机科学 2026-05-12 Maris F. L. Galesloot , Thomas Rhemrev , Nils Jansen

The reflection principle is the statement that if a sentence is provable then it is true. Reflection principles have been studied for first-order theories, but they also play an important role in propositional proof complexity. In this…

逻辑 · 数学 2020-07-30 Pavel Pudlák

We analyze the economic incentives generated by the proof-of-stake mechanism discussed in the Ethereum Casper upgrade proposal. Compared with proof-of-work, proof-of-stake has a different cost structure for attackers. In Budish (2018),…

密码学与安全 · 计算机科学 2018-07-26 George Gui , Ali Hortacsu , Jose Tudon

State-of-the-art NLP models can often be fooled by human-unaware transformations such as synonymous word substitution. For security reasons, it is of critical importance to develop models with certified robustness that can provably…

机器学习 · 计算机科学 2020-06-01 Mao Ye , Chengyue Gong , Qiang Liu

This paper studies the robustness of observability of a linear time-invariant system under sensor failures from a computational perspective. To be precise, the problem of determining the minimum number of sensors whose removal can destroy…

最优化与控制 · 数学 2023-07-18 Yuan Zhang , Yuanqing Xia , Kun Liu

The work by Christandl, K\"onig and Renner [Phys. Rev. Lett. 102, 020504 (2009)] provides in particular the possibility of studying unconditional security in the finite-key regime for all discrete-variable protocols. We spell out this bound…

量子物理 · 物理学 2011-02-02 Lana Sheridan , Thinh Phuc Le , Valerio Scarani

Strategyproof mechanisms provide robust equilibrium with minimal assumptions about knowledge and rationality but can be unachievable in combination with other desirable properties such as budget-balance, stability against deviations by…

计算机科学与博弈论 · 计算机科学 2012-05-14 Benjamin Lubin , David C. Parkes

The hypothesis of randomness is fundamental in statistical machine learning and in many areas of nonparametric statistics; it says that the observations are assumed to be independent and coming from the same unknown probability…

概率论 · 数学 2022-02-08 Vladimir Vovk

The notion of replicable algorithms was introduced in Impagliazzo et al. [STOC '22] to describe randomized algorithms that are stable under the resampling of their inputs. More precisely, a replicable algorithm gives the same output with…

Ensuring safety is important for the practical deployment of reinforcement learning (RL). Various challenges must be addressed, such as handling stochasticity in the environments, providing rigorous guarantees of persistent state-wise…

机器学习 · 计算机科学 2023-09-26 Milan Ganai , Zheng Gong , Chenning Yu , Sylvia Herbert , Sicun Gao