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The temporal nature of modeling accounts as nodes and transactions as directed edges in a directed graph -- for a blockchain, enables us to understand the behavior (malicious or benign) of the accounts. Predictive classification of accounts…

Machine Learning · Computer Science 2021-01-29 Rachit Agarwal , Shikhar Barve , Sandeep K. Shukla

Different types of malicious activities have been flagged in multiple permissionless blockchains such as bitcoin, Ethereum etc. While some malicious activities exploit vulnerabilities in the infrastructure of the blockchain, some target its…

Cryptography and Security · Computer Science 2021-01-29 Rachit Agarwal , Tanmay Thapliyal , Sandeep K. Shukla

The temporal aspect of blockchain transactions enables us to study the address's behavior and detect if it is involved in any illicit activity. However, due to the concept of change addresses (used to thwart replay attacks), temporal…

Cryptography and Security · Computer Science 2021-12-23 Deepesh Chaudhari , Rachit Agarwal , Sandeep Kumar Shukla

The metadata aspect of Domain Names (DNs) enables us to perform a behavioral study of DNs and detect if a DN is involved in in-browser cryptojacking. Thus, we are motivated to study different temporal and behavioral aspects of DNs involved…

Cryptography and Security · Computer Science 2022-05-11 Rohit Kumar Sachan , Rachit Agarwal , Sandeep Kumar Shukla

Malicious web domains represent a big threat to web users' privacy and security. With so much freely available data on the Internet about web domains' popularity and performance, this study investigated the performance of well-known machine…

Cryptography and Security · Computer Science 2019-02-26 Zhongyi Hu , Raymond Chiong , Ilung Pranata , Willy Susilo , Yukun Bao

The persistent threat posed by malicious domain names in cyber-attacks underscores the urgent need for effective detection mechanisms. Traditional machine learning methods, while capable of identifying such domains, often suffer from high…

Cryptography and Security · Computer Science 2025-02-24 Daiki Chiba , Hiroki Nakano , Takashi Koide

Malicious domains are one of the major resources required for adversaries to run attacks over the Internet. Due to the important role of the Domain Name System (DNS), extensive research has been conducted to identify malicious domains based…

Cryptography and Security · Computer Science 2018-12-04 Yury Zhauniarovich , Issa Khalil , Ting Yu , Marc Dacier

The decentralization, redundancy, and pseudo-anonymity features have made permission-less public blockchain platforms attractive for adoption as technology platforms for cryptocurrencies. However, such adoption has enabled cybercriminals to…

Cryptography and Security · Computer Science 2021-08-27 Banwari Lal , Rachit Agarwal , Sandeep Kumar Shukla

The Domain Name System (DNS) is a core Internet service that translates domain names into IP addresses. It is a distributed database and protocol with many known weaknesses that subject to countless attacks including spoofing attacks,…

Cryptography and Security · Computer Science 2022-11-16 Alshaima Almarzooqi , Jawahir Mahmoud , Bayena Alzaabi , Arsiema Ghebremichael , Monther Aldwairi

Applications of blockchain technologies got a lot of attention in recent years. They exceed beyond exchanging value and being a substitute for fiat money and traditional banking system. Nevertheless, being able to exchange value on a…

Cryptography and Security · Computer Science 2019-08-22 Michal Ostapowicz , Kamil Żbikowski

Smart Contracts (SCs) in Ethereum can automate tasks and provide different functionalities to a user. Such automation is enabled by the `Turing-complete' nature of the programming language (Solidity) in which SCs are written. This also…

Cryptography and Security · Computer Science 2021-06-28 Rachit Agarwal , Tanmay Thapliyal , Sandeep Kumar Shukla

Anomaly detection tools play a role of paramount importance in protecting networks and systems from unforeseen attacks, usually by automatically recognizing and filtering out anomalous activities. Over the years, different approaches have…

Cryptography and Security · Computer Science 2020-07-06 Matteo Signorini , Matteo Pontecorvi , Wael Kanoun , Roberto Di Pietro

DNS has always been criticized for its inherent design flaws, making the system vulnerable to kinds of attacks. Besides, DNS domain names are not fully controlled by the users, which can be easily taken down by the authorities and…

Cryptography and Security · Computer Science 2021-04-13 Pengcheng Xia , Haoyu Wang , Zhou Yu , Xinyu Liu , Xiapu Luo , Guoai Xu

The dark web has emerged as the state-of-the-art solution for enhanced anonymity. Just like a double-edged sword, it also inadvertently becomes the safety net and breeding ground for illicit activities. Among them, cryptocurrencies have…

Cryptography and Security · Computer Science 2024-04-09 Pengcheng Xia , Zhou Yu , Kailong Wang , Kai Ma , Shuo Chen , Xiapu Luo , Yajin Zhou , Lei Wu , Guangdong Bai

Cryptocurrencies are rapidly expanding and becoming vital in digital financial markets. However, the rise in cryptocurrency-related illicit activities has led to significant losses for users. To protect the security of these platforms, it…

Machine Learning · Computer Science 2024-07-19 Zhihao Ding , Jieming Shi , Qing Li , Jiannong Cao

Phishing continues to pose a significant cybersecurity threat. While blocklists currently serve as a primary defense, due to their reactive, passive nature, these delayed responses leave phishing websites operational long enough to harm…

Cryptography and Security · Computer Science 2025-04-18 Kyungchan Lim , Raffaele Sommese , Mattis Jonker , Ricky Mok , kc claffy , Doowon Kim

We present our results on analyzing and understanding the behavior and security of various metaverse platforms incorporating cryptocurrencies. We obtained the top metaverse coins with a capitalization of at least 25 million US dollars and…

Cryptography and Security · Computer Science 2023-11-28 Ayodeji Adeniran , Mohammed Alkinoon , David Mohaisen

Detection of malware-infected computers and detection of malicious web domains based on their encrypted HTTPS traffic are challenging problems, because only addresses, timestamps, and data volumes are observable. The detection problems are…

Machine Learning · Computer Science 2019-06-24 Paul Prasse , Rene Knaebel , Lukas Machlica , Tomas Pevny , Tobias Scheffer

Blockchain systems and cryptocurrencies have exploded in popularity over the past decade, and with this growing user base, the number of cryptocurrency scams has also surged. Given the graphical structure of blockchain networks and the…

Cryptography and Security · Computer Science 2023-01-06 Jared Gridley , Oshani Seneviratne

The anonymity of blockchain has accelerated the growth of illegal activities and criminal behaviors on cryptocurrency platforms. Although decentralization is one of the typical characteristics of blockchain, we urgently call for effective…

Social and Information Networks · Computer Science 2022-01-25 Jie Shen , Jiajun Zhou , Yunyi Xie , Shanqing Yu , Qi Xuan
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