Learning from the Good Ones: Risk Profiling-Based Defenses against Evasion Attacks on DNNs

Safety-critical applications such as healthcare and autonomous vehicles use deep neural networks DNN to make predictions and infer decisions. DNNs are susceptible to evasion attacks, where an adversary crafts a malicious data instance to trick the DNN into making wrong decisions at inference time...

NSA Director Says U.S. Working to Push Attack Data to ISPs

WASHINGTON–The commander of the U.S. Cyber Command said that the federal government is working on a system now that would allow it to work with ISPs and others to help stop ongoing attacks against government and private networks by pushing intelligence and attack signatures to them. Gen. Keith...