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Blockchain, also coined as decentralized AI, has the potential to empower AI to be more trustworthy by creating a decentralized trust of privacy, security, and audibility. However, systematic studies on the design principle of blockchain as…

密码学与安全 · 计算机科学 2023-01-18 Luyao Sunshine Zhang

The blockchain paradigm provides a mechanism for content dissemination and distributed consensus on Peer-to-Peer (P2P) networks. While this paradigm has been widely adopted in industry, it has not been carefully analyzed in terms of its…

分布式、并行与集群计算 · 计算机科学 2020-12-22 Aditya Gopalan , Abishek Sankararaman , Anwar Walid , Sriram Vishwanath

Large Language Models (LLMs) exhibit remarkable capabilities but remain vulnerable to adversarial manipulations such as jailbreaking, where crafted prompts bypass safety mechanisms. Understanding the causal factors behind such…

密码学与安全 · 计算机科学 2025-12-05 Wei Zhao , Zhe Li , Jun Sun

In recent years, significant research efforts have focused on improving blockchain throughput and confirmation speeds without compromising security. While decreasing the time it takes for a transaction to be included in the blockchain…

密码学与安全 · 计算机科学 2026-04-29 Aikaterini-Panagiota Stouka , Conor McMenamin , Demetris Kyriacou , Lin Oshitani , Quentin Botha

Cross-chain bridges are used to facilitate token and data exchanges across blockchains. Although bridges are becoming increasingly popular, they are still in their infancy and have been attacked multiple times recently, causing significant…

密码学与安全 · 计算机科学 2023-12-21 Mengya Zhang , Xiaokuan Zhang , Josh Barbee , Yinqian Zhang , Zhiqiang Lin

Algorithmic stablecoins (AS) are one special type of stablecoins that are not backed by any asset (equiv. without collateral). They stand to revolutionize the way a sovereign fiat operates. As implemented, these coins are poorly stabilized…

计算机科学与博弈论 · 计算机科学 2023-04-12 Shange Fu , Qin Wang , Jiangshan Yu , Shiping Chen

``Self-Organised Criticality'' (SOC) is the mechanism by which complex systems spontaneously settle close to a *critical point*, at the edge between stability and chaos, and characterized by fat-tailed fluctuations and long-memory…

综合金融 · 定量金融 2024-09-09 Jean-Philippe Bouchaud

The existence of instabilities, for example in the form of adversarial examples, has given rise to a highly active area of research concerning itself with understanding and enhancing the stability of neural networks. We focus on a popular…

数值分析 · 数学 2025-10-28 Matthias J. Ehrhardt , Davide Murari , Ferdia Sherry

The wide availability of data coupled with the computational advances in artificial intelligence and machine learning promise to enable many future technologies such as autonomous driving. While there has been a variety of successful…

系统与控制 · 电气工程与系统科学 2022-10-11 Lars Lindemann , Lejun Jiang , Nikolai Matni , George J. Pappas

The safety alignment of current Large Language Models (LLMs) is vulnerable. Relatively simple attacks, or even benign fine-tuning, can jailbreak aligned models. We argue that many of these vulnerabilities are related to a shared underlying…

密码学与安全 · 计算机科学 2024-06-11 Xiangyu Qi , Ashwinee Panda , Kaifeng Lyu , Xiao Ma , Subhrajit Roy , Ahmad Beirami , Prateek Mittal , Peter Henderson

User transactions on Ethereum's peer-to-peer network are at risk of being attacked. The smart contracts building decentralized finance (DeFi) have introduced a new transaction ordering dependency to the Ethereum blockchain. As a result,…

密码学与安全 · 计算机科学 2022-09-23 Lioba Heimbach , Roger Wattenhofer

Despite decades of research, SE lacks widely accepted models (that offer precise quantitative stable predictions) about what factors most influence software quality. This paper provides a promising result showing such stable models can be…

软件工程 · 计算机科学 2022-03-22 Suvodeep Majumder , Tianpei Xia , Rahul Krishna , Tim Menzies

Safety issues at construction sites have long plagued the industry, posing risks to worker safety and causing economic damage due to potential hazards. With the advancement of artificial intelligence, particularly in the field of computer…

计算机视觉与模式识别 · 计算机科学 2024-07-02 Yuming Zhang , Dongzhi Guan , Shouxin Zhang , Junhao Su , Yunzhi Han , Jiabin Liu

In the proof-of-stake (PoS) paradigm for maintaining decentralized, permissionless cryptocurrencies, Sybil attacks are prevented by basing the distribution of roles in the protocol execution on the stake distribution recorded in the ledger…

密码学与安全 · 计算机科学 2020-09-10 Rainer Stütz , Peter Gaži , Bernhard Haslhofer , Jacob Illum

We develop a dynamic model of cascading failures in a financial network whereby cross-holdings are viewed as feedback, external assets investments as inputs and failure penalties as static nonlinearities. We provide sufficient milder and…

最优化与控制 · 数学 2023-07-06 Stefanny Ramirez , Maaike Odijk , Dario Bauso

While catastrophic attacks on Ethereum persist, vulnerability research remains fixated on implementation-level smart contract bugs, creating a gap between academic understanding of vulnerabilities and the root causes of high-impact,…

密码学与安全 · 计算机科学 2025-09-11 Hadis Rezaei , Mojtaba Eshghie , Karl Anderesson , Francesco Palmieri

As smart contract platforms autonomously manage billions of dollars of capital, quantifying the portfolio risk that investors engender in these systems is increasingly important. Recent work illustrates that Proof of Stake (PoS) is…

综合金融 · 定量金融 2020-06-22 Tarun Chitra , Alex Evans

Stablecoins, digital assets pegged to a specific currency or commodity value, are heavily involved in transactions of major cryptocurrencies. The effects of deviations from their desired fixed values (depeggings) on the cryptocurrencies for…

统计金融 · 定量金融 2022-05-16 Connor Oxenhorn

Great advances in deep neural networks (DNNs) have led to state-of-the-art performance on a wide range of tasks. However, recent studies have shown that DNNs are vulnerable to adversarial attacks, which have brought great concerns when…

机器学习 · 计算机科学 2023-04-13 Linyi Li , Tao Xie , Bo Li

Stability is a central property in learning and statistics promising the output of an algorithm $A$ does not change substantially when applied to similar datasets $S$ and $S'$. It is an elementary fact that any sufficiently stable algorithm…

机器学习 · 计算机科学 2025-02-13 Max Hopkins , Shay Moran