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Ai agents under threat: A survey of key security challenges and future pathways
An Artificial Intelligence (AI) agent is a software entity that autonomously performs tasks or
makes decisions based on pre-defined objectives and data inputs. AI agents, capable of …
makes decisions based on pre-defined objectives and data inputs. AI agents, capable of …
A survey on rag meeting llms: Towards retrieval-augmented large language models
As one of the most advanced techniques in AI, Retrieval-Augmented Generation (RAG) can
offer reliable and up-to-date external knowledge, providing huge convenience for numerous …
offer reliable and up-to-date external knowledge, providing huge convenience for numerous …
Unique security and privacy threats of large language model: A comprehensive survey
With the rapid development of artificial intelligence, large language models (LLMs) have
made remarkable advancements in natural language processing. These models are trained …
made remarkable advancements in natural language processing. These models are trained …
[PDF][PDF] Trustworthiness in retrieval-augmented generation systems: A survey
Retrieval-Augmented Generation (RAG) has quickly grown into a pivotal paradigm in the
development of Large Language Models (LLMs). While much of the current research in this …
development of Large Language Models (LLMs). While much of the current research in this …
Is my data in your retrieval database? membership inference attacks against retrieval augmented generation
Retrieval Augmented Generation (RAG) systems have shown great promise in natural
language processing. However, their reliance on data stored in a retrieval database, which …
language processing. However, their reliance on data stored in a retrieval database, which …
Blockchain for large language model security and safety: A holistic survey
With the growing development and deployment of large language models (LLMs) in both
industrial and academic fields, their security and safety concerns have become increasingly …
industrial and academic fields, their security and safety concerns have become increasingly …
Here comes the AI worm: Unleashing zero-click worms that target GenAI-powered applications
In the past year, numerous companies have incorporated Generative AI (GenAI) capabilities
into new and existing applications, forming interconnected Generative AI (GenAI) …
into new and existing applications, forming interconnected Generative AI (GenAI) …
Mitigating the privacy issues in retrieval-augmented generation (rag) via pure synthetic data
Retrieval-augmented generation (RAG) enhances the outputs of language models by
integrating relevant information retrieved from external knowledge sources. However, when …
integrating relevant information retrieved from external knowledge sources. However, when …
Rag-thief: Scalable extraction of private data from retrieval-augmented generation applications with agent-based attacks
While large language models (LLMs) have achieved notable success in generative tasks,
they still face limitations, such as lacking up-to-date knowledge and producing …
they still face limitations, such as lacking up-to-date knowledge and producing …
Mask-based membership inference attacks for retrieval-augmented generation
Retrieval-Augmented Generation (RAG) has been an effective approach to mitigate
hallucinations in large language models (LLMs) by incorporating up-to-date and domain …
hallucinations in large language models (LLMs) by incorporating up-to-date and domain …