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20232026
most citedPrivacy in Large Language Models: Attacks, Defenses and Future Directions

27 citations · 41 across the 32 of their papers we have counts for

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Showing 2024Show all

10 papers · 1 filter

cs.CR2024★ 1 cited

Defense Against Prompt Injection Attack by Leveraging Attack Techniques

Yulin Chen, Haoran Li, Zihao Zheng +3

With the advancement of technology, large language models (LLMs) have achieved remarkable performance across various natural language processing (NLP) tasks, powering LLM-integrate…

cs.LG2024

Node Level Graph Autoencoder: Unified Pretraining for Textual Graph Learning

Wenbin Hu, Huihao Jing, Qi Hu +2

Textual graphs are ubiquitous in real-world applications, featuring rich text information with complex relationships, which enables advanced research across various fields. Textual…

cs.CL2024

Privacy Checklist: Privacy Violation Detection Grounding on Contextual Integrity Theory

Haoran Li, Wei Fan, Yulin Chen +5

Privacy research has attracted wide attention as individuals worry that their private data can be easily leaked during interactions with smart devices, social platforms, and AI app…

cs.CR2024

BaThe: Defense against the Jailbreak Attack in Multimodal Large Language Models by Treating Harmful Instruction as Backdoor Trigger

Yulin Chen, Haoran Li, Yirui Zhang +3

Multimodal Large Language Models (MLLMs) have showcased impressive performance in a variety of multimodal tasks. On the other hand, the integration of additional image modality may…

cs.CL2024★ 2 cited

GoldCoin: Grounding Large Language Models in Privacy Laws via Contextual Integrity Theory

Wei Fan, Haoran Li, Zheye Deng +2

Privacy issues arise prominently during the inappropriate transmission of information between entities. Existing research primarily studies privacy by exploring various privacy att…

cs.CL2024★ 1 cited

On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions

Weiqi Wang, Tianqing Fang, Haochen Shi +8

Conceptualization, a fundamental element of human cognition, plays a pivotal role in human generalizable reasoning. Generally speaking, it refers to the process of sequentially abs…