An Experimental Study of Trojan Vulnerabilities in UAV Autonomous Landing

This study investigates the vulnerabilities of autonomous navigation and landing systems in Urban Air Mobility UAM vehicles. Specifically, it focuses on Trojan attacks that target deep learning models, such as Convolutional Neural Networks CNNs. Trojan attacks work by embedding covert triggers...

Quantum Properties Trojans (QuPTs) for Attacking Quantum Neural Networks

Quantum neural networks QNN hold immense potential for the future of quantum machine learning QML. However, QNN security and robustness remain largely unexplored. In this work, we proposed novel Trojan attacks based on the quantum computing properties in a QNN-based binary classifier. Our propose...

MergeGuard: Efficient Thwarting of Trojan Attacks in Machine Learning Models

This paper proposes MergeGuard, a novel methodology for mitigation of AI Trojan attacks. Trojan attacks on AI models cause inputs embedded with triggers to be misclassified to an adversary's target class, posing a significant threat to model usability trained by an untrusted third party. The core...

Cybersecurity in the SMB space — a growing threat

Small and medium-sized businesses SMBs are increasingly targeted by cybercriminals. Despite adopting digital technology for remote work, production, and sales, SMBs often lack robust cybersecurity measures. SMBs face significant cybersecurity challenges due to limited resources and expertise. The...

多款HP产品安全漏洞

The HP Color LaserJet Pro M280-M281 and others are products of Hewlett-Packard HP in the U.S.A. The HP Color LaserJet Pro M280-M281 is a printer.The HP Color LaserJet CM4540 MFP CC419A is a multifunction printer.The Hp Color LaserJet Cm4540 Mfp and others are products of Hewlett-Packard Hp USA.Hp...

Manipulating Machine Learning Systems by Manipulating Training Data

Interesting research: "TrojDRL: Trojan Attacks on Deep Reinforcement Learning Agents": Abstract:: Recent work has identified that classification models implemented as neural networks are vulnerable to data-poisoning and Trojan attacks at training time. In this work, we show that these training-ti...

IT threat evolution Q3 2017. Statistics

Q3 figures According to KSN data, Kaspersky Lab solutions detected and repelled 277,646,376 malicious attacks from online resources located in 185 countries all over the world. 72,012,219 unique URLs were recognized as malicious by web antivirus components. Attempted infections by malware that ai...

CPLC Chief says 'Pakistan a safe heaven for cyber criminals'

CPLC Chief says 'Pakistan a safe heaven for cyber criminals' The cyber crimes of multiple kinds in Pakistan have increased by five times over the past four years. Pakistan Daily Times News today reported that, Citizen Police Liaison Committee CPLC Chief through a letter on Saturday, apprised the...

FBI: SMBs Lost $40M in Bank Trojan Attacks

Hackers using a sophisticated network of banking Trojans money mules have stolen about $40 million from small and medium-sized businesses in the U.S., according to the latest installment in a series by Washington Post writer Brian Krebs. Krebs quotes an FBI official as saying the criminals involv...