监视监视者——人工智能系统的保障和安全.pdf

1、Watching the Watchers Watching the Watchers Safeguards and Security for Artificial Safeguards and Security for Artificial Intelligence systemsIntelligence systemsEoin Wickens-Director of Threat Intelligence“Nothing brings more peace of mind“Nothing brings more peace of mindthan than blind trust”blin

2、d trust”-Cybersecurity professionals nowhereArtificial Intelligence will Artificial Intelligence will replace us replace us allall-Artificial Intelligence(?)AI wont replace us AI wont replace us-but it will:but it will:Augment our workflowsAugment our workflows Automate Automate manymanytaskstasks E

3、mpower us to perform actions at scaleEmpower us to perform actions at scale Reduce cognitive loadReduce cognitive loadWe We blindly trustblindly trustAI models to perform actions on AI models to perform actions on our behalf and ultimately,our behalf and ultimately,decide our fatedecide our fate.AI

4、is only getting AI is only getting more capablemore capable,and is able,and is able to do to do more,with less,at scalemore,with less,at scale.Trust,but verify.Trust,but verify.How?How?PrePre-DeploymentDeployment(and the ML supply chain)(and the ML supply chain)PostPost-deploymentdeployment(Inferenc

5、e time attacks)(Inference time attacks)The AI development pipelineThe AI development pipelineTrainingTrainingProductionProductionThe AI development pipelineThe AI development pipelinePrePre-deploymentdeployment(Supply chain attacks)(Supply chain attacks)poisoningpoisoningbackdooring/hijackingThe AI

6、development pipelineThe AI development pipelinePostPost-deploymentdeployment(Inference attacks)(Inference attacks)adversarial examples,prompt injectionPrePre-DeploymentDeployment(and the ML supply chain)(and the ML supply chain)FUNDAMENTALS OF THEAI SUPPLY CHAINDATAMODELSTOOLINGINFRASTRUCTURESupply