LLM Security

LLM: Large Language Model

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25 papers in the last four weeks, up 127% on the four weeks before. 0.2% of all new papers.

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  1. Bit-Flip Vulnerability of Shared KV-Cache Blocks in LLM Serving Systems

    Apr 19, 2026Yuji Yamamoto, Satoshi MatsuuraLLM ServingAdversarial Attacks on LLMs

    Institute of Science Tokyo, Tokyo, Japan

  2. CASCADE: A Component Ablation and Corpus Audit of a Layered Local Defense for MCP-Based Systems

    Apr 18, 2026İpek Abasıkeleş Turgut, Edip GümüşMCP SecurityLLM Security

    Department of Computer Engineering, Faculty of Engineering and Natural Sciences, Iskenderun Technical University, Hatay, Türkiye · Department of Computer Engineering, Institute of Graduate Studies, Iskenderun Technical University, Hatay, Türkiye

  3. SafeLM: Unified Privacy-Aware Optimization for Trustworthy Federated Large Language Models

    Apr 17, 2026Noor Islam S. Mohammad, Uluğ BayazıtLLM Hallucination MitigationPrivacy-Preserving Language Models

    Istanbul Technical University

  4. Hijacking Large Audio-Language Models via Context-Agnostic and Imperceptible Auditory Prompt Injection

    Apr 16, 2026Meng Chen, Kun Wang, Li Lu +2Audio-Language ModelsLLM Security

    The State Key Laboratory of Blockchain and Data Security, Zhejiang University · Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security · National University of Singapore +1

  5. FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation

    Mar 10, 2026Yinpeng Wu, Yitong Chen, Lixiang Wang +3LLM ServingOn-Device Language Model Inference

    Institute of Parallel and Distributed Systems, Shanghai Jiao Tong University

  6. TensorCommitments: A Lightweight Verifiable Inference for Language Models

    Feb 13, 2026Oguzhan Baser, Elahe Sadeghi, Eric Wang +5LLM InferenceLLM Security

    Electrical and Computer Engineering, The University of Texas at Austin · Theseus AI Labs · Electrical and Computer Engineering, McGill University +1

  7. Rethinking Latency Denial-of-Service: Attacking the LLM Serving Framework, Not the Model

    Feb 8, 2026Tianyi Wang, Huawei Fan, Yuanchao Shu +2LLM SecurityAdversarial Attacks on LLMs

    Zhejiang University

  8. Verifiable Manifest Signing and Transparency Enforcement for Secure MCP-Based LLM Pipelines

    Jan 30, 2026Saeid Jamshidi, Kawser Wazed Nafi, Arghavan Moradi Dakhel +2LLM AuditingMCP Security

    SWAT Laboratory, Polytechnique Montr´eal, Montr´eal, Canada · SæT Laboratory, Polytechnique Montr´eal, Montr´eal, Canada

  9. From Similarity to Vulnerability: Key Collision Attack on LLM Semantic Caching

    Jan 30, 2026Zhixiang Zhang, Zesen Liu, Yuchong Xie +2Adversarial AttacksLLM Agent Security

    Department of Computer Science and Engineering, The Hong Kong University of Science and Technology · Fudan University

  10. HardSecBench: Benchmarking the Security Awareness of LLMs for Hardware Code Generation

    Jan 20, 2026Qirui Chen, Jingxian Shuai, Shuangwu Chen +8LLM SecuritySecure Code Generation

    University of Science and Technology of China, China · Xi’an Jiaotong University, China · Nanjing University, China +1

  11. SecureCode: A Production-Grade Multi-Turn Dataset for Training Security-Aware Code Generation Models

    Dec 20, 2025Scott ThorntonSoftware SecurityLLM Security

  12. Epistemic Bias Injection: Manipulating LLM Opinion via Selective Context Retrieval

    Nov 30, 2025Hao Wu, Prateek SaxenaAdversarial Attacks on LLMsLLM Security

    National University of Singapore

  13. SoK: Systematizing LLM Prompt Security: Taxonomies, Datasets, and Unified Evaluation of Attacks and Defenses

    Oct 17, 2025Hanbin Hong, Shuang Wu, Shuya Feng +6LLM SecurityLLM Jailbreak Attacks

    University of Connecticut · University of Alabama at Birmingham · Independent

  14. MetaBreak: Jailbreaking Online LLM Services via Special Token Manipulation

    Oct 11, 2025Wentian Zhu, Zhen Xiang, Wei Niu +1Adversarial Attacks on LLMsLLM Security

    University of Georgia

  15. From Construction to Injection: Edit-Based Fingerprints for Large Language Models

    Sep 3, 2025Yue Li, Xin Yi, Dongsheng Shi +3Language Model FingerprintingLLM Security

    East China Normal University · Hasso Plattner Institute/University of Potsdam

  16. Data Security in Large Language Models: Risks, Defense, and Directions

    Aug 4, 2025Kang Chen, Xiuze Zhou, Yuanhui Yu +4Adversarial Attacks on LLMsLLM Security

    School of Computer Engineering, Jimei University, Xiamen, 361021, China · The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, 511453, China · School of Informatics, Xiamen University, Xiamen, 361102, China +1

  17. Towards Harnessing the Collaborative Power of Large and Small Models for Domain Tasks

    Apr 24, 2025Yang Liu, Kejia Zhang, Bingjie Yan +11Privacy-Preserving Language ModelsLLM Fine-Tuning

    The Hong Kong Polytechnic University, China · Institute for AI Industry Research, Tsinghua University, China · Institute for AI Industry Research, Tsinghua University, China and Shanghai Jiao Tong University, China +3

  18. The Challenge of Identifying the Origin of Black-Box Large Language Models

    Mar 6, 2025Ziqing Yang, Yixin Wu, Yun Shen +3Language Model FingerprintingLLM Security

    CISPA Helmholtz Center for Information Security · NetApp · TikTok Inc.

  19. UniGuardian: A Unified Defense for Detecting Prompt Injection, Backdoor Attacks and Adversarial Attacks in Large Language Models

    Feb 18, 2025Huawei Lin, Yingjie Lao, Tony Geng +2LLM Backdoor AttacksAdversarial Attacks on LLMs

    Rochester Institute of Technology · Tufts University · University of Rochester +1

  20. BadRAG: Identifying Vulnerabilities in Retrieval Augmented Generation of Large Language Models

    Jun 3, 2024Jiaqi Xue, Mengxin Zheng, Yebowen Hu +3LLM Backdoor AttacksRAG Poisoning Attacks

    University of Central Florida · Emory University · Samsung Research America