PoLO: Proof-Of-Learning and Proof-Of-Ownership at Once with Chained Watermarking

Machine learning models are increasingly shared and outsourced, raising requirements of verifying training effort Proof-of-Learning, PoL to ensure claimed performance and establishing ownership Proof-of-Ownership, PoO for transactions. When models are trained by untrusted parties, PoL and PoO mus...

Hak5 WiFi Pineapple Preconfiguration Command Injection 2

This Metasploit module exploits a command injection vulnerability on WiFi Pineapples versions 2.0 and below and pineapple versions prior to 2.4. We use a combination of default credentials with a weakness in the anti-csrf generation to achieve command injection on fresh pineapple devices prior to...