Privacy-Preserving Language Models

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15 papers in the last four weeks, up 275% on the four weeks before. 0.1% of all new papers.

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  1. SABLE: An NDA-Safe Closed-Loop LLM Framework for Analog Circuit Optimization in Industrial EDA Flows

    Jul 4, 2026Xunqi Li, Chris H. KimPrivacy-Preserving Language ModelsLarge Language Model-Guided Optimization

    University of Minnesota, Twin Cities, US

  2. PromptPET: Privacy-Utility Optimized Prompt Obfuscation

    Jul 3, 2026Ke Yang, Olivia Figueira, Umar Iqbal +1Privacy-Preserving Language ModelsPrivacy-Utility Tradeoff

    University of California, Irvine Irvine, CA, USA · Washington University in St. Louis St. Louis, MO, USA

  3. ComplianceGate: Classifier-Gated Multi-Tier LLM Routing for Inference in Regulated Industries

    Jun 30, 2026Abhishek DeyPrivacy-Preserving Language ModelsCost-Aware Inference

    Independent AI Researcher, India

  4. SurrogateShield: Beyond Redaction for High-Utility, Privacy-Preserving LLM Interactions

    Jun 28, 2026Sherwin Vishesh JathannaPrivacy-Preserving Language ModelsLLM Security

    Arizona State University Tempe, Arizona, USA

  5. Decomposing Memorization Reduction in Privacy-Preserving Fine-Tuning of SLMs for CSIRTs

    Jun 26, 2026Cristhian Kapelinski, Diego KreutzPrivacy-Preserving Language ModelsMemorization in Language Models

    Federal University of Pampa (UNIPAMPA), Alegrete, Brazil

  6. Security and Privacy in Retrieval-Augmented Generation: Architectures, Threats, Defenses, and Future Directions for Building Trustworthy Systems

    Jun 24, 2026Balamurugan Palanisamy, G S S Chalapathi, Vikas Hassija +1Retrieval-Augmented GenerationPrivacy-Preserving Language Models

    Department of Electrical and Electronics Engineering Birla Institute of Technology and Science, Pilani, Pilani Campus Vidya Vihar, Pilani, Rajasthan 333031, India · Department of Computer Engineering, KIIT University Bhubaneshwar, Odisha 751024, India · Quantum Cloud Computing and Distributed Systems (qCLOUDS) Laboratory Department of Computing and Information Systems The University of Melbourne, Melbourne, Australia

  7. ππ-RAG: Oblivious Retrieval via Semantic Quantization and Transcendental Addressing for Large Language Models

    Jun 20, 2026Aniket Wattamwar, Mrunal KakirwarPrivacy-Preserving Language ModelsRAG Security

  8. Harness-MU: A Safe, Governed, and Effective Harness for Multi-User LLM Agents

    Jun 20, 2026Wangxuan Fan, Xiaoyu Nie, Zhongxiang DaiPrivacy-Preserving Language ModelsLLM Agent Security

    The Chinese University of Hong Kong, Shenzhen

  9. TRAP: Benchmark for Task-completion and Resistance to Active Privacy-extraction

    Jun 17, 2026Moon Ye-Bin, Nam Hyeon-Woo, Baek Seong-Eun +2Privacy-Preserving Language ModelsPrivacy Leakage in Language Models

    Dept. of Electrical Engineering, POSTECH · Grad. School of Artificial Intelligence, POSTECH · Grad. School of Metaverse, KAIST +1

  10. The Art of Mixology: Mixup-based Obfuscation for Privacy-Preserving Split Learning in Large Language Models

    Jun 15, 2026Chen Chen, Xiang Gao, Xianshun Wang +6Privacy-Preserving Language ModelsPrivacy Leakage in Language Models

    College of Computing and Data Science, Nanyang Technological University, Singapore · School of Cyber Science and Engineering, Wuhan University, China

  11. Privacy from Symmetry: Orthogonally Equivariant Transformers for LLM Inference

    Jun 15, 2026Alexander Yukhimchuk, Andrey Shulga, Mladen Kolar +1Privacy-Preserving Language ModelsLLM Inference

    MBZUAI · University of Southern California

  12. CONCORD: Asynchronous Sparse Aggregation for Device-Cloud RAG under Document Isolation

    Jun 13, 2026Xuedong Hu, Zhiqing Tang, Zhi Yao +2Retrieval-Augmented GenerationPrivacy-Preserving Language Models

    Faculty of Arts and Sciences, Beijing Normal University, Zhuhai, China · Institute of Artificial Intelligence and Future Networks, Beijing Normal University, Zhuhai, China · School of Artificial Intelligence, Beijing Normal University, Beijing, China +3

  13. From Prompts to Responses: Dual-Sided Data Leakage and Defense in Split Large Language Models

    Jun 12, 2026Zixuan Gu, Xiaojun Ye, Yang LiuPrivacy-Preserving Language ModelsPrivacy Leakage in Language Models

    School of Software, Tsinghua University, Beijing, China · the Hong Kong Polytechnic University, Hongkong, China

  14. sebis at CRF Filling 2026: A Two-Stage Local LLM Pipeline for Medical CRF Filling

    Jun 11, 2026Katharina Sommer, Tristan Till, Florian MatthesLLM GroundingPrivacy-Preserving Language Models

    Technical University of Munich, TUM School of Computation, Information and Technology

  15. Detecting Sensitive Personal Information in Japanese Pre-Training Corpora for Large Language Models

    Jun 10, 2026Rei Minamoto, Yusuke Oda, Daisuke KawaharaLegal NLPPrivacy-Preserving Language Models

    Waseda University · Research and Development Center for LLMs, National Institute of Informatics

  16. FuseFSS: Efficient Secure LLM Inference with Function Secret Sharing

    Jun 8, 2026Yuhan Ma, Yong Li, Stefan SchmidSecure Multi-Party ComputationPrivacy-Preserving Language Models

    Huawei Heisenberg Research Center, Huawei Technologies Düsseldorf GmbH, Düsseldorf, Germany · Technische Univer-sität Berlin, Berlin, Germany

  17. Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models

    Jun 8, 2026Bartłomiej Marek, Lorenzo Rossi, Vincent Hanke +4Privacy-Preserving Language ModelsMembership Inference Attacks

    CISPA Helmholtz Center for Information Security

  18. IDP-Bench: Benchmarking ability of LLMs to protect personal information in interdependent privacy contexts

    Jun 6, 2026Ayana Hussain, Soumya Sharma, Golnoosh Farnadi +3LLM EvaluationPrivacy-Preserving Language Models

    1Simon Fraser University · 3Mila · 2McGill University +1

  19. Seeing Without Exposing: Adaptive Privacy Control for Open-World, Context-Hungry MLLMs

    Jun 5, 2026Siyuan Xu, Yibing Liu, Peilin Chen +3Privacy-Preserving Language ModelsMultimodal Large Language Models

    City University of Hong Kong · Hon Hai Research Institute · Lingnan University

  20. SharedRequest: Privacy-Preserving Model-Agnostic Inference for Large Language Models

    Jun 3, 2026Peihua Mai, Xuanrong Gao, Youlong Ding +3Privacy-Preserving Language ModelsLLM Inference

    1National University of Singapore (Chongqing) Research Institute · 2Chongqing Key Laboratory of Trusted Perception and Interaction Technology for Intelligent and Connected Vehicles, Chongqing, China · 3National University of Singapore +3

  21. Need to Know: Contextual-Integrity-Grounded Query Rewriting for Privacy-Conscious LLM Delegation

    Jun 2, 2026Xinyue Huang, Xiaochun Cao, Wenyuan YangContextual IntegrityPrivacy-Preserving Language Models

    Sun Yat-sen University

  22. Selective Token-Level Cryptographic Redaction for Privacy-Preserving Clinical Deployment of Large Language Models

    Jun 2, 2026Farhan Sheth, Ziyuan Yang, Yongying Lan +1Privacy-Preserving Language ModelsMedical LLMs

    MedVisAI Lab, Singapore · Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore · Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, China

  23. Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries

    Jun 1, 2026Hina Dixit, Punit Kumar, Irene Tenison +1Privacy-Preserving Language ModelsCommunication-Efficient Distributed Training

    Decompute Inc., Cupertino

  24. ContinuousBench: Can Differentially Private Synthetic Text Improve Capabilities?

    Jun 1, 2026Peihan Liu, Lucas Rosenblatt, Weiwei Kong +7Privacy-Preserving Language ModelsSynthetic Benchmark Generation

    Columbia University · Work done as a Student Researcher at Google · NYU +4

  25. GuidaPA: Privacy-Preserving Chatbot for Public Administration via Federated Learning

    May 31, 2026Daniel M. Jimenez-Gutierrez, Albenzio Cirillo, Raffaele Nicolussi +2Privacy-Preserving Language ModelsConversational Agents

    Sapienza University of Rome, Via Ariosto 25, 00185 Rome, Italy · Fondazione Ugo Bordoni, Viale del Policlinico 147, 00161 Rome, Italy

  26. Translation Analytics for Freelancers II: Benchmarking Local LLMs for Confidential Translation Workflows

    May 29, 2026Yuri Balashov, Rex VanHorn, Mingxi Xu +1Multilingual Language Model EvaluationOn-Device Language Model Inference

    University of Georgia, Athens, Georgia, USA

  27. LLM Anonymization Against Agentic Re-Identification

    May 29, 2026Ziwen Li, Jianing Wen, Tianshi LiPrivacy-Preserving Language ModelsPrivacy-Utility Tradeoff

    Khoury College of Computer Sciences Northeastern University Boston, MA

  28. LLUMI: Improving LLM Writing Assistance for Mental Health Support with Online Community Feedback

    May 28, 2026Jiwon Kim, Maya Ajit, Sherry Gong +4Emotional Support ConversationPrivacy-Preserving Language Models

    University of Illinois Urbana-Champaign · Indiana University Indianapolis

  29. Gradient Transformer: Learning to Generate Updates for LLMs

    May 26, 2026Binh-Nguyen Nguyen, Khang Tran, NhatHai Phan +1Privacy-Preserving Language ModelsLLM Fine-Tuning

    Department of Data Science, New Jersey Institute of Technology, Newark, NJ, USA · Qatar Computing Research Institute, HBKU, Doha, Qatar

  30. Privacy-Preserving Local Language Models for Longitudinal Data Retrieval in Chronic Dermatologic Disease: Implementation in Pemphigus Patients

    May 24, 2026Abdurrahim Yilmaz, Ayşe Esra Koku Aksu, Duygu Yamen +5Privacy-Preserving Language ModelsHealthcare

    Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London · Department of Dermatology and Venereology, Istanbul Research and Training Hospital · Department of Dermatology and Venereology, Istanbul Medeniyet University +1