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20242026
most citedPandora: Jailbreak GPTs by Retrieval Augmented Generation Poisoning

4 citations · 4 across the 11 of their papers we have counts for

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6 papers · 1 filter

cs.SE2024

SPOLRE: Semantic Preserving Object Layout Reconstruction for Image Captioning System Testing

Yi Liu, Guanyu Wang, Xinyi Zheng +4

Image captioning (IC) systems, such as Microsoft Azure Cognitive Service, translate image content into descriptive language but can generate inaccuracies leading to misinterpretati…

cs.CR2024

Continuous Embedding Attacks via Clipped Inputs in Jailbreaking Large Language Models

Zihao Xu, Yi Liu, Gelei Deng +4

Security concerns for large language models (LLMs) have recently escalated, focusing on thwarting jailbreaking attempts in discrete prompts. However, the exploration of jailbreak v…

cs.CR2024

Uncovering Logit Suppression Vulnerabilities in LLM Safety Alignment

Yuxi Li, Yi Liu, Yuekang Li +4

Large language models (LLMs) have revolutionized various applications, making robust safety alignment essential to prevent harmful outputs. Current safety alignment techniques, how…

cs.CL2024

Glitch Tokens in Large Language Models: Categorization Taxonomy and Effective Detection

Yuxi Li, Yi Liu, Gelei Deng +7

With the expanding application of Large Language Models (LLMs) in various domains, it becomes imperative to comprehensively investigate their unforeseen behaviors and consequent ou…

cs.SE2024

MeTMaP: Metamorphic Testing for Detecting False Vector Matching Problems in LLM Augmented Generation

Guanyu Wang, Yuekang Li, Yi Liu +6

Augmented generation techniques such as Retrieval-Augmented Generation (RAG) and Cache-Augmented Generation (CAG) have revolutionized the field by enhancing large language model (L…

cs.CR2024★ 4 cited

Pandora: Jailbreak GPTs by Retrieval Augmented Generation Poisoning

Gelei Deng, Yi Liu, Kailong Wang +3

Large Language Models~(LLMs) have gained immense popularity and are being increasingly applied in various domains. Consequently, ensuring the security of these models is of paramou…