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Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS

Authors: Bingyu Yan, Ziyi Zhou, Xiaoming Zhang, Chaozhuo Li, Ruilin Zeng, Yirui Qi, Tianbo Wang, Litian Zhang | Published: 2025-08-05
Reinforcement Learning Attack
Attack Action Model
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VFLAIR-LLM: A Comprehensive Framework and Benchmark for Split Learning of LLMs

Authors: Zixuan Gu, Qiufeng Fan, Long Sun, Yang Liu, Xiaojun Ye | Published: 2025-08-05
Prompt Injection
Prompt leaking
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Transportation Cyber Incident Awareness through Generative AI-Based Incident Analysis and Retrieval-Augmented Question-Answering Systems

Authors: Ostonya Thomas, Muhaimin Bin Munir, Jean-Michel Tine, Mizanur Rahman, Yuchen Cai, Khandakar Ashrafi Akbar, Md Nahiyan Uddin, Latifur Khan, Trayce Hockstad, Mashrur Chowdhury | Published: 2025-08-04
RAG
Traffic Simulation
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SoftPUF: a Software-Based Blockchain Framework using PUF and Machine Learning

Authors: S M Mostaq Hossain, Sheikh Ghafoor, Kumar Yelamarthi, Venkata Prasanth Yanambaka | Published: 2025-08-04
Blockchain Strategy
Vulnerability Analysis
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A Survey on Data Security in Large Language Models

Authors: Kang Chen, Xiuze Zhou, Yuanguo Lin, Jinhe Su, Yuanhui Yu, Li Shen, Fan Lin | Published: 2025-08-04
Indirect Prompt Injection
Prompt leaking
Watermark

FPEdit: Robust LLM Fingerprinting through Localized Knowledge Editing

Authors: Shida Wang, Chaohu Liu, Yubo Wang, Linli Xu | Published: 2025-08-04
Deepfake
Digital Watermarking for Generative AI
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BlockA2A: Towards Secure and Verifiable Agent-to-Agent Interoperability

Authors: Zhenhua Zou, Zhuotao Liu, Lepeng Zhao, Qiuyang Zhan | Published: 2025-08-02 | Updated: 2025-08-05
DID文書構築
Trust Evaluation
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Watermarking Degrades Alignment in Language Models: Analysis and Mitigation

Authors: Apurv Verma, NhatHai Phan, Shubhendu Trivedi | Published: 2025-06-04 | Updated: 2025-07-10
Performance Evaluation Metrics
Digital Watermarking for Generative AI
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SALAD: Systematic Assessment of Machine Unlearning on LLM-Aided Hardware Design

Authors: Zeng Wang, Minghao Shao, Rupesh Karn, Likhitha Mankali, Jitendra Bhandari, Ramesh Karri, Ozgur Sinanoglu, Muhammad Shafique, Johann Knechtel | Published: 2025-06-02 | Updated: 2025-08-05
Data-Driven Vulnerability Assessment
Prompt leaking
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The Steganographic Potentials of Language Models

Authors: Artem Karpov, Tinuade Adeleke, Seong Hah Cho, Natalia Perez-Campanero | Published: 2025-05-06
RAG
Author Contribution
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