MLPhishChain: A Machine Learning-Based Blockchain Framework for Reducing Phishing Threats
The journal Frontiers recently published an article introducing MLPhishChain, a groundbreaking decentralized application designed to combat phishing threats. Developed by researchers from the American University of Beirut and the American University of Science and Technology in Lebanon, this innovative framework utilizes blockchain technology alongside machine learning (ML) to provide proactive URL verification. Unlike traditional centralized systems that are often slow and vulnerable to tampering, MLPhishChain records each URL's status on an immutable blockchain ledger, ensuring transparency and reliability.
A unique feature of MLPhishChain is its re-evaluation mechanism, which allows users to request updated assessments as URLs evolve over time. This adaptability addresses the dynamic nature of phishing threats effectively. Furthermore, it integrates data from external security services like VirusTotal for additional validation, offering users comprehensive insights into potential risks associated with specific URLs.
How Blockchain Education is Shaping the Future of Global Inclusion
An insightful piece by CoinGape explores how education in blockchain technologies is paving the way for global inclusion. The digital divide remains significant across many regions; however, educational initiatives such as Philcoin’s PHILApp and Polkadot Blockchain Academy’s PBA-X are breaking barriers by providing essential skills needed in today's digital economy. These programs not only teach theoretical knowledge but also equip learners with practical abilities like smart contract development.
Philcoin exemplifies empowerment through education combined with philanthropy via its 'give-to-earn' model, where participants earn rewards while gaining valuable skills. Similarly, PBA-X offers accessible courses covering cryptography and governance using Polkadot’s Substrate framework—lowering entry barriers significantly for diverse backgrounds globally.
SMU Secures Landmark $1 Million Gift from Aptos Foundation
The Manila Times reports that Singapore Management University (SMU) has received a landmark donation worth $1 million from Aptos Foundation aimed at establishing SMU's first Professorship dedicated solely to advancing research within blockchains—a pioneering move marking Singapore as a leader internationally in focusing academic efforts around these emerging technologies!
This generous contribution will fund several key initiatives, including supporting start-ups incubated under their Institute of Innovation and Entrepreneurship program, annually granting them financial assistance necessary for market research and product launches. This will enhance the Web3 ecosystem locally while inspiring student engagement through hackathons, workshops, and seminars, connecting industry leaders, and fostering professional growth opportunities amidst the rapidly evolving landscape surrounding us today!
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