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Lou, Qian

  1. Language model compression with weighted low-rank factorization
    2022/06/30 by Hsu, Yen-Chang, Hua, Ting, Chang, Sungen +3 · 33 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  2. AutoQ: Automated Kernel-Wise Neural Network Quantization
    2019/02/15 by Lou, Qian, Guo, Feng, Liu, Lantao +2 · 8 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  3. BadRAG: Identifying Vulnerabilities in Retrieval Augmented Generation of Large Language Models
    2024/06/03 by Jiaqi Xue, Mengxin Zheng, Xue, Jiaqi +9 · 14 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Topic Modeling
  4. TrojLLM: A Black-box Trojan Prompt Attack on Large Language Models
    2023/06/12 by Jiaqi Xue, Mengxin Zheng, Xue, Jiaqi +11 · 6 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  5. Glyph: Fast and Accurately Training Deep Neural Networks on Encrypted Data
    2019/11/16 by Qian Lou, Bo Feng, Lou, Qian +5 · 4 citations
    Computer Science · #Chaos-based Image/Signal Encryption #Cryptography and Data Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
  6. TrojText: Test-time Invisible Textual Trojan Insertion
    2023/03/03 by Lou, Qian, Liu, Yepeng, Feng, Bo · 5 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  7. TrojViT: Trojan Insertion in Vision Transformers
    2022/08/27 by Mengxin Zheng, Zheng, Mengxin, Qian Lou +3 · 3 citations
    Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  8. freePruner: A Training-free Approach for Large Multimodal Model Acceleration
    2024/11/23 by Bingxin Xu, Yuzhang Shang, Xu, Bingxin +7 · 3 citations
    Computer Science · Engineering · #Speech Recognition and Synthesis #Advanced Data Processing Techniques #Anomaly Detection Techniques and Applications
  9. CipherPrune: Efficient and Scalable Private Transformer Inference
    2025/02/24 by Yancheng Zhang, Zhang, Yancheng, Jiaqi Xue +11 · 4 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · Engineering · #Coding theory and cryptography #DNA and Biological Computing #graph theory and CDMA systems
  10. Trinity: A General Purpose FHE Accelerator
    2024/10/17 by Xianglong Deng, Deng, Xianglong, Shengyu Fan +20 · 3 citations
    Engineering · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Particle accelerators and beam dynamics
  11. AutoPrivacy: Automated Layer-wise Parameter Selection for Secure Neural Network Inference
    2020/06/07 by Qian Lou, Lou, Qian, Song Bian +3 · 1 citation
    Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
  12. Helix: Algorithm/Architecture Co-design for Accelerating Nanopore Genome Base-calling
    2020/08/04 by Lou, Qian, Janga, Sarath, Jiang, Lei · 1 citation
    #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
  13. TrojFSP: Trojan Insertion in Few-shot Prompt Tuning
    2023/12/16 by Zheng, Mengxin, Xue, Jiaqi, Chen, Xun +3 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. Jailbreaking LLMs with Arabic Transliteration and Arabizi
    2024/06/26 by Ghanim, Mansour Al, Almohaimeed, Saleh, Zheng, Mengxin +2 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. SHE: A Fast and Accurate Deep Neural Network for Encrypted Data
    2019/06/01 by Qian Lou, Lei Jiang, Lou, Qian +1 · 2 citations
    Computer Science · #Cryptography and Data Security #Cryptographic Implementations and Security #Cryptography and Residue Arithmetic
  16. Towards Safe AI Clinicians: A Comprehensive Study on Large Language Model Jailbreaking in Healthcare
    2025/01/27 by Hang Zhang, Zhang, Hang, Qiang Lou +3 · 3 citations
    Medicine · Psychology · Social Sciences · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Mental Health via Writing
  17. TFHE-Coder: Evaluating LLM-agentic Fully Homomorphic Encryption Code Generation
    2025/03/15 by Kumar, Mayank, Xue, Jiaqi, Zheng, Mengxin +1 · 4 citations
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  18. ESTAS: Effective and Stable Trojan Attacks in Self-supervised Encoders with One Target Unlabelled Sample
    2022/11/20 by Xue, Jiaqi, Lou, Qian · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  19. SSL-Cleanse: Trojan Detection and Mitigation in Self-Supervised Learning
    2023/03/16 by Zheng, Mengxin, Xue, Jiaqi, Wang, Zihao +4 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  20. BoostCom: Towards Efficient Universal Fully Homomorphic Encryption by Boosting the Word-wise Comparisons
    2024/07/10 by Ardhi Wiratama Baskara Yudha, Jiaqi Xue, Yudha, Ardhi Wiratama Baskara +7 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Coding theory and cryptography #Cryptography and Data Security #Cryptography and Security (cs.CR) #DNA and Biological Computing #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
  21. Audit and Improve Robustness of Private Neural Networks on Encrypted Data
    2022/09/20 by Jiaqi Xue, Lei Xu, Xue, Jiaqi +9 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  22. BadFair: Backdoored Fairness Attacks with Group-conditioned Triggers
    2024/10/23 by Jiaqi Xue, Xue, Jiaqi, Qian Lou +3 · 2 citations
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Security and Verification in Computing
  23. Evaluating the Robustness and Accuracy of Text Watermarking Under Real-World Cross-Lingual Manipulations
    2025/02/23 by Ghanim, Mansour Al, Xue, Jiaqi, Hastuti, Rochana Prih +3 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  24. CryptoTrain: Fast Secure Training on Encrypted Dataset
    2024/09/25 by Xue, Jiaqi, Zhang, Yancheng, Wang, Yanshan +3 · 1 citation
    #Cryptography and Security (cs.CR) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  25. zkVC: Fast Zero-Knowledge Proof for Private and Verifiable Computing
    2025/04/16 by Zhang, Yancheng, Zheng, Mengxin, Chen, Xun +5 · 1 citation
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences