Privacy-Preserving Mechanisms Enable Cheap Verifiable Inference of LLMs
Authors: Arka Pal, Louai Zahran, William Gvozdjak, Akilesh Potti, Micah Goldblum | Published: 2026-02-19
プライバシーリスク管理
Sequential Membership Inference Attacks
Authors: Thomas Michel, Debabrota Basu, Emilie Kaufmann | Published: 2026-02-18
Can MLLMs Detect Phishing? A Comprehensive Security Benchmark Suite Focusing on Dynamic Threats and Multimodal Evaluation in Academic Environments
Authors: Jingzhuo Zhou | Published: 2025-11-19
Whistledown: Combining User-Level Privacy with Conversational Coherence in LLMs
Authors: Chelsea McMurray, Hayder Tirmazi | Published: 2025-11-17
Unifying Re-Identification, Attribute Inference, and Data Reconstruction Risks in Differential Privacy
Authors: Bogdan Kulynych, Juan Felipe Gomez, Georgios Kaissis, Jamie Hayes, Borja Balle, Flavio du Pin Calmon, Jean Louis Raisaro | Published: 2025-07-09
PBa-LLM: Privacy- and Bias-aware NLP using Named-Entity Recognition (NER)
Authors: Gonzalo Mancera, Aythami Morales, Julian Fierrez, Ruben Tolosana, Alejandro Penna, Miguel Lopez-Duran, Francisco Jurado, Alvaro Ortigosa | Published: 2025-06-30 | Updated: 2025-07-09
Bilateral Differentially Private Vertical Federated Boosted Decision Trees
Authors: Bokang Zhang, Zhikun Zhang, Haodong Jiang, Yang Liu, Lihao Zheng, Yuxiao Zhou, Shuaiting Huang, Junfeng Wu | Published: 2025-04-30
Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks?
Authors: Hao Du, Shang Liu, Yang Cao | Published: 2025-04-28 | Updated: 2025-05-01
Privacy-preserving Machine Learning in Internet of Vehicle Applications: Fundamentals, Recent Advances, and Future Direction
Authors: Nazmul Islam, Mohammad Zulkernine | Published: 2025-03-03 | Updated: 2025-07-08
Protecting Users From Themselves: Safeguarding Contextual Privacy in Interactions with Conversational Agents
Authors: Ivoline Ngong, Swanand Kadhe, Hao Wang, Keerthiram Murugesan, Justin D. Weisz, Amit Dhurandhar, Karthikeyan Natesan Ramamurthy | Published: 2025-02-22 | Updated: 2025-07-28