Security through the Eyes of AI: How Visualization is Shaping Malware Detection

Authors: Asmitha K. A., Matteo Brosolo, Serena Nicolazzo, Antonino Nocera, Vinod P., Rafidha Rehiman K. A., Muhammed Shafi K. P | Published: 2025-05-12

Private LoRA Fine-tuning of Open-Source LLMs with Homomorphic Encryption

Authors: Jordan Frery, Roman Bredehoft, Jakub Klemsa, Arthur Meyre, Andrei Stoian | Published: 2025-05-12

Comet: Accelerating Private Inference for Large Language Model by Predicting Activation Sparsity

Authors: Guang Yan, Yuhui Zhang, Zimu Guo, Lutan Zhao, Xiaojun Chen, Chen Wang, Wenhao Wang, Dan Meng, Rui Hou | Published: 2025-05-12

Securing Genomic Data Against Inference Attacks in Federated Learning Environments

Authors: Chetan Pathade, Shubham Patil | Published: 2025-05-12

One Trigger Token Is Enough: A Defense Strategy for Balancing Safety and Usability in Large Language Models

Authors: Haoran Gu, Handing Wang, Yi Mei, Mengjie Zhang, Yaochu Jin | Published: 2025-05-12

I Know What You Said: Unveiling Hardware Cache Side-Channels in Local Large Language Model Inference

Authors: Zibo Gao, Junjie Hu, Feng Guo, Yixin Zhang, Yinglong Han, Siyuan Liu, Haiyang Li, Zhiqiang Lv | Published: 2025-05-10 | Updated: 2025-05-14

LLM-Text Watermarking based on Lagrange Interpolation

Authors: Jarosław Janas, Paweł Morawiecki, Josef Pieprzyk | Published: 2025-05-09 | Updated: 2025-05-12

Revealing Weaknesses in Text Watermarking Through Self-Information Rewrite Attacks

Authors: Yixin Cheng, Hongcheng Guo, Yangming Li, Leonid Sigal | Published: 2025-05-08

FedTDP: A Privacy-Preserving and Unified Framework for Trajectory Data Preparation via Federated Learning

Authors: Zhihao Zeng, Ziquan Fang, Wei Shao, Lu Chen, Yunjun Gao | Published: 2025-05-08

A Weighted Byzantine Fault Tolerance Consensus Driven Trusted Multiple Large Language Models Network

Authors: Haoxiang Luo, Gang Sun, Yinqiu Liu, Dongcheng Zhao, Dusit Niyato, Hongfang Yu, Schahram Dustdar | Published: 2025-05-08