SoK: Semantic Privacy in Large Language Models

Authors: Baihe Ma, Yanna Jiang, Xu Wang, Guangshen Yu, Qin Wang, Caijun Sun, Chen Li, Xuelei Qi, Ying He, Wei Ni, Ren Ping Liu | Published: 2025-06-30

A Practical and Secure Byzantine Robust Aggregator

Authors: De Zhang Lee, Aashish Kolluri, Prateek Saxena, Ee-Chien Chang | Published: 2025-06-29 | Updated: 2025-07-02

SPA: Towards More Stealth and Persistent Backdoor Attacks in Federated Learning

Authors: Chengcheng Zhu, Ye Li, Bosen Rao, Jiale Zhang, Yunlong Mao, Sheng Zhong | Published: 2025-06-26

ZKPROV: A Zero-Knowledge Approach to Dataset Provenance for Large Language Models

Authors: Mina Namazi, Alexander Nemecek, Erman Ayday | Published: 2025-06-26

Counterfactual Influence as a Distributional Quantity

Authors: Matthieu Meeus, Igor Shilov, Georgios Kaissis, Yves-Alexandre de Montjoye | Published: 2025-06-25

SV-LLM: An Agentic Approach for SoC Security Verification using Large Language Models

Authors: Dipayan Saha, Shams Tarek, Hasan Al Shaikh, Khan Thamid Hasan, Pavan Sai Nalluri, Md. Ajoad Hasan, Nashmin Alam, Jingbo Zhou, Sujan Kumar Saha, Mark Tehranipoor, Farimah Farahmandi | Published: 2025-06-25

Breaking the Boundaries of Long-Context LLM Inference: Adaptive KV Management on a Single Commodity GPU

Authors: He Sun, Li Li, Mingjun Xiao, Chengzhong Xu | Published: 2025-06-25

JsDeObsBench: Measuring and Benchmarking LLMs for JavaScript Deobfuscation

Authors: Guoqiang Chen, Xin Jin, Zhiqiang Lin | Published: 2025-06-25

Machine Learning with Privacy for Protected Attributes

Authors: Saeed Mahloujifar, Chuan Guo, G. Edward Suh, Kamalika Chaudhuri | Published: 2025-06-24

KnowML: Improving Generalization of ML-NIDS with Attack Knowledge Graphs

Authors: Xin Fan Guo, Albert Merono Penuela, Sergio Maffeis, Fabio Pierazzi | Published: 2025-06-24