关注数据鸿沟：自主人工智能代理的隐私挑战.pdf

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1、#BHEU BlackHatEventsMind the Data Gap:Privacy Mind the Data Gap:Privacy Challenges in Autonomous AI Challenges in Autonomous AI AgentsAgentsSpeakers:Narayana Pappu,Rubens Zimbres#BHEU BlackHatEventsInformation Classification:GeneralWhat are AI Agents?What are AI Agents?Autonomous software entities(L

2、LMs)that perform tasks(tool calling)and adapt through learning.Ex:customer support.Autonomy:Operate independently.Reactivity:Adapt to market changes and transactions in real-time.Proactiveness:Predict trends,and set goals to improve results.Social Ability:Collaborate with other agents or teams.Learn

3、ing Capability:Improve through machine learning Market:From USD 5.1 billion(2024)to USD 47.1 billion(2030)(47%compound i.r.)#BHEU BlackHatEventsInformation Classification:GeneralExpanding Roles of AI Agents in Expanding Roles of AI Agents in Generative AI ApplicationsGenerative AI Applications AI ag

4、ents are increasingly being used in Generative AI Sales Pipeline Image Generation Customer Interaction:Engaging users via virtual agents and chatbots Table Understanding:Interpreting structured data Summarization Video&Audio Understanding:multimodality Transcription Podcast Creation#BHEU BlackHatEve

5、ntsInformation Classification:GeneralGaps in AI Agent SecurityGaps in AI Agent Security Knowledge gaps exist in AI Agents Security:Limited understanding of conditions that enable jailbreaks Insufficient insights into security in cooperative task settings Lack of systematic analyses on AI agent secur

6、ity risksWhy it Matters:As AI agents collaborate more(e.g.,in customer service,supply chains,autonomous vehicles),security risks extend to their interactions.Limited insights into how one agent could compromise entire systems,especially in critical sectors like healthcare,finance,and defense.Here:qu