MLPhishChain: a machine learning-based blockchain framework for reducing phishing threats

IntroductionPhishing attacks pose a significant threat to online security by deceiving users into divulging sensitive information through fraudulent websites. Traditional anti-phishing approaches are centralized and reactive, exhibiting critical limitations such as delayed detection, poor adaptabili...

Full description

Bibliographic Details
Published in:	Frontiers in Blockchain
Main Authors:	Fouad Trad, Elie Semaan-Nasr, Ali Chehab
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2024-12-01
Subjects:	blockchain decentralized application (Dapp) machine learning phishing URL detection URL Re-evaluation
Online Access:	https://www.frontiersin.org/articles/10.3389/fbloc.2024.1484894/full

Similar Items

Dataset of suspicious phishing URL detection
by: Maruf Ahmed Tamal, et al.
Published: (2024-03-01)

Heuristic machine learning approaches for identifying phishing threats across web and email platforms
by: Ramprasath Jayaprakash, et al.
Published: (2024-10-01)

APPLYING THE AUTOENCODER MODEL FOR URL PHISHING DETECTION
by: Dang Thi Mai
Published: (2024-12-01)

Towards Lightweight URL-Based Phishing Detection
by: Andrei Butnaru, et al.
Published: (2021-06-01)

A Lightweight Anti-Phishing Technique for Mobile Phone
by: Abdul Abiodun Orunsolu, et al.
Published: (2017-12-01)

An Effective Detection Approach for Phishing URL Using ResMLP
by: S. Remya, et al.
Published: (2024-01-01)

BGL-PhishNet: Phishing Website Detection Using Hybrid Model-BERT, GNN, and LightGBM
by: S. Remya, et al.
Published: (2025-01-01)

Evaluating the Impact of Feature Engineering in Phishing URL Detection: A Comparative Study of URL, HTML, and Derived Features
by: Yanche Ari Kustiawan, et al.
Published: (2025-01-01)

Evaluating the Effectiveness of Large Language Models (LLMs) Versus Machine Learning (ML) in Identifying and Detecting Phishing Email Attempts
by: Saed Tarapiah, et al.
Published: (2025-09-01)

PhishOFE: A Novel Machine Learning Framework for Real-Time Phishing URL Detection With Optimized Feature Engineering
by: Yanche Ari Kustiawan, et al.
Published: (2025-01-01)

Towards a Hybrid Security Framework for Phishing Awareness Education and Defense
by: Peter K. K. Loh, et al.
Published: (2024-03-01)

Mutual information based logistic regression for phishing URL detection
by: Vajratiya Vajrobol, et al.
Published: (2024-01-01)

Phishing Website Detection Based on Deep Convolutional Neural Network and Random Forest Ensemble Learning
by: Rundong Yang, et al.
Published: (2021-12-01)

Phishing URL detection with neural networks: an empirical study
by: Hayk Ghalechyan, et al.
Published: (2024-10-01)

Enhancing cybersecurity: A review and comparative analysis of convolutional neural network approaches for detecting URL-based phishing attacks
by: Manika Nanda, et al.
Published: (2024-06-01)

A hybrid super learner ensemble for phishing detection on mobile devices
by: Routhu Srinivasa Rao, et al.
Published: (2025-05-01)

A Hybrid Approach for Alluring Ads Phishing Attack Detection Using Machine Learning
by: Muhammad Waqas Shaukat, et al.
Published: (2023-09-01)

Real-time phishing URL detection framework using knowledge distilled ELECTRA
by: K. S. Jishnu, et al.
Published: (2024-10-01)

Behind the Bait: Delving into PhishTank's hidden data
by: Affan Yasin, et al.
Published: (2024-02-01)

BERT-Based Approaches to Identifying Malicious URLs
by: Ming-Yang Su, et al.
Published: (2023-10-01)

Hybrid Approach for Phishing Website Detection Using Classification Algorithms
by: Mukta Mithra Raj, et al.
Published: (2022-12-01)

Ensemble Learning-Powered URL Phishing Detection: A Performance Driven Approach
by: Shougfta Mushtaq, et al.
Published: (2024-06-01)

Unveiling suspicious phishing attacks: enhancing detection with an optimal feature vectorization algorithm and supervised machine learning
by: Maruf A. Tamal, et al.
Published: (2024-07-01)

Component features based enhanced phishing website detection system using EfficientNet, FH-BERT, and SELU-CRNN methods
by: Mahmoud Murhej, et al.
Published: (2025-10-01)

Missing Web References — A Case Study of Five Scholarly Journals
by: Mohammad Hanief Bhat
Published: (2009-10-01)

Unbalanced Web Phishing Classification through Deep Reinforcement Learning
by: Antonio Maci, et al.
Published: (2023-06-01)

Enhancing Generalization in Phishing URL Detection via a Fine-Tuned BERT-Based Multimodal Approach
by: Yi Wei, et al.
Published: (2025-01-01)

A Deep Learning-Based Innovative Technique for Phishing Detection in Modern Security with Uniform Resource Locators
by: Eman Abdullah Aldakheel, et al.
Published: (2023-04-01)

10 Jahre Nachweiskarten der Spinnentiere Deutschlands
by: Staudt, Aloysius
Published: (2007-06-01)

Detecting phishing websites through improving convolutional neural networks with Self-Attention mechanism
by: Yahia Said, et al.
Published: (2024-04-01)

The continued problem of URL decay: an updated analysis of health care management journal citations
by: Susan Howell, et al.
Published: (2023-03-01)

An integrated CSPPC and BiLSTM framework for malicious URL detection
by: Jinyang Zhou, et al.
Published: (2025-02-01)

Multimodel Phishing URL Detection Using LSTM, Bidirectional LSTM, and GRU Models
by: Sanjiban Sekhar Roy, et al.
Published: (2022-11-01)

The Spatial Analysis of the Malicious Uniform Resource Locators (URLs): 2016 Dataset Case Study
by: Raid W. Amin, et al.
Published: (2020-12-01)

Enhancing Malicious URL Detection: A Novel Framework Leveraging Priority Coefficient and Feature Evaluation
by: Ahmad Sahban Rafsanjani, et al.
Published: (2024-01-01)

A Hybrid Framework for Improved Weighted Quantum Particle Swarm Optimization and Fast Mask Recurrent CNN to Enhance Phishing-URL Prediction Performance
by: S. Senthil Kumar, et al.
Published: (2024-09-01)

RideChain: A Blockchain-Based Decentralized Public Transportation Smart Wallet
by: Areej Alhogail, et al.
Published: (2024-09-01)

Bountychain: Toward Decentralizing a Bug Bounty Program with Blockchain and IPFS
by: Alex Hoffman, et al.
Published: (2021-06-01)

Hands-On Blockchain Teaching and Learning: Integrating IPFS and Oracles Through Open-Source Practical Use Cases
by: Gabriel Fernández-Blanco, et al.
Published: (2025-09-01)

Blockchain-Based Network Concept Model for Reliable and Accessible Fine Dust Management System at Construction Sites
by: Seungwon Cho, et al.
Published: (2021-09-01)