文献データベース

Forcing Generative Models to Degenerate Ones: The Power of Data Poisoning Attacks

Authors: Shuli Jiang, Swanand Ravindra Kadhe, Yi Zhou, Ling Cai, Nathalie Baracaldo | Published: 2023-12-07
LLMセキュリティ
ポイズニング攻撃
モデル性能評価

DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

Authors: Fangzhou Wu, Xiaogeng Liu, Chaowei Xiao | Published: 2023-12-07 | Updated: 2023-12-12
LLMセキュリティ
コード生成
プロンプトインジェクション

Purple Llama CyberSecEval: A Secure Coding Benchmark for Language Models

Authors: Manish Bhatt, Sahana Chennabasappa, Cyrus Nikolaidis, Shengye Wan, Ivan Evtimov, Dominik Gabi, Daniel Song, Faizan Ahmad, Cornelius Aschermann, Lorenzo Fontana, Sasha Frolov, Ravi Prakash Giri, Dhaval Kapil, Yiannis Kozyrakis, David LeBlanc, James Milazzo, Aleksandar Straumann, Gabriel Synnaeve, Varun Vontimitta, Spencer Whitman, Joshua Saxe | Published: 2023-12-07
LLMセキュリティ
サイバーセキュリティ
プロンプトインジェクション

Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Authors: Hakan Inan, Kartikeya Upasani, Jianfeng Chi, Rashi Rungta, Krithika Iyer, Yuning Mao, Michael Tontchev, Qing Hu, Brian Fuller, Davide Testuggine, Madian Khabsa | Published: 2023-12-07
アライメント
データ生成手法
リスク分析手法

SoK: Unintended Interactions among Machine Learning Defenses and Risks

Authors: Vasisht Duddu, Sebastian Szyller, N. Asokan | Published: 2023-12-07 | Updated: 2024-04-04
ウォーターマーキング
敵対的サンプル
過剰適合と記憶化

Privacy-preserving quantum federated learning via gradient hiding

Authors: Changhao Li, Niraj Kumar, Zhixin Song, Shouvanik Chakrabarti, Marco Pistoia | Published: 2023-12-07
通信効率
連合学習
量子機械学習

MediHunt: A Network Forensics Framework for Medical IoT Devices

Authors: Ayushi Mishra, Tej Kiran Boppana, Priyanka Bagade | Published: 2023-12-07
ネットワーク脅威検出
侵入検知システム
医療IoTの進展

Defense against ML-based Power Side-channel Attacks on DNN Accelerators with Adversarial Attacks

Authors: Xiaobei Yan, Chip Hong Chang, Tianwei Zhang | Published: 2023-12-07
ウォーターマーキング
防御手法

Understanding (Un)Intended Memorization in Text-to-Image Generative Models

Authors: Ali Naseh, Jaechul Roh, Amir Houmansadr | Published: 2023-12-06
AIの進化
ウォーターマーキング
サイバーセキュリティ

Dr. Jekyll and Mr. Hyde: Two Faces of LLMs

Authors: Matteo Gioele Collu, Tom Janssen-Groesbeek, Stefanos Koffas, Mauro Conti, Stjepan Picek | Published: 2023-12-06 | Updated: 2024-10-07
キャラクター役割演技
プロンプトインジェクション
ポイズニング