The Landscape of Memorization in LLMs: Mechanisms, Measurement, and Mitigation
Authors: Alexander Xiong, Xuandong Zhao, Aneesh Pappu, Dawn Song | Published: 2025-07-08
大規模言語モデル
The Hidden Threat in Plain Text: Attacking RAG Data Loaders
Authors: Alberto Castagnaro, Umberto Salviati, Mauro Conti, Luca Pajola, Simeone Pizzi | Published: 2025-07-07
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
ZKPROV: A Zero-Knowledge Approach to Dataset Provenance for Large Language Models
Authors: Mina Namazi, Alexander Nemecek, Erman Ayday | Published: 2025-06-26
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
FuncVul: An Effective Function Level Vulnerability Detection Model using LLM and Code Chunk
Authors: Sajal Halder, Muhammad Ejaz Ahmed, Seyit Camtepe | Published: 2025-06-24
Security Assessment of DeepSeek and GPT Series Models against Jailbreak Attacks
Authors: Xiaodong Wu, Xiangman Li, Jianbing Ni | Published: 2025-06-23
Smart-LLaMA-DPO: Reinforced Large Language Model for Explainable Smart Contract Vulnerability Detection
Authors: Lei Yu, Zhirong Huang, Hang Yuan, Shiqi Cheng, Li Yang, Fengjun Zhang, Chenjie Shen, Jiajia Ma, Jingyuan Zhang, Junyi Lu, Chun Zuo | Published: 2025-06-23
Privacy-Preserving LLM Interaction with Socratic Chain-of-Thought Reasoning and Homomorphically Encrypted Vector Databases
Authors: Yubeen Bae, Minchan Kim, Jaejin Lee, Sangbum Kim, Jaehyung Kim, Yejin Choi, Niloofar Mireshghallah | Published: 2025-06-19 | Updated: 2025-07-01
Evaluating Large Language Models for Phishing Detection, Self-Consistency, Faithfulness, and Explainability
Authors: Shova Kuikel, Aritran Piplai, Palvi Aggarwal | Published: 2025-06-16