文献データベース

Why You Should Not Trust Interpretations in Machine Learning: Adversarial Attacks on Partial Dependence Plots

Authors: Xi Xin, Giles Hooker, Fei Huang | Published: 2024-04-29 | Updated: 2024-05-01
モデルの解釈性
敵対的訓練
透かし評価

Evaluating and Mitigating Linguistic Discrimination in Large Language Models

Authors: Guoliang Dong, Haoyu Wang, Jun Sun, Xinyu Wang | Published: 2024-04-29 | Updated: 2024-05-10
LLM性能評価
バイアス
プロンプトインジェクション

Exploring the Robustness of In-Context Learning with Noisy Labels

Authors: Chen Cheng, Xinzhi Yu, Haodong Wen, Jingsong Sun, Guanzhang Yue, Yihao Zhang, Zeming Wei | Published: 2024-04-28 | Updated: 2024-05-01
モデル性能評価
ワークショップ調査
収束分析

Attacking Bayes: On the Adversarial Robustness of Bayesian Neural Networks

Authors: Yunzhen Feng, Tim G. J. Rudner, Nikolaos Tsilivis, Julia Kempe | Published: 2024-04-27
不確実性の定量化
敵対的サンプル
透かし評価

Evaluations of Machine Learning Privacy Defenses are Misleading

Authors: Michael Aerni, Jie Zhang, Florian Tramèr | Published: 2024-04-26 | Updated: 2024-09-05
プライバシー保護手法
メンバーシップ推論
敵対的サンプル

Human-Imperceptible Retrieval Poisoning Attacks in LLM-Powered Applications

Authors: Quan Zhang, Binqi Zeng, Chijin Zhou, Gwihwan Go, Heyuan Shi, Yu Jiang | Published: 2024-04-26
RAGへのポイズニング攻撃
プロンプトリーキング
ポイズニング

An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape

Authors: Sifat Muhammad Abdullah, Aravind Cheruvu, Shravya Kanchi, Taejoong Chung, Peng Gao, Murtuza Jadliwala, Bimal Viswanath | Published: 2024-04-24
ポイズニング
透かし評価
防御手法

Attacks on Third-Party APIs of Large Language Models

Authors: Wanru Zhao, Vidit Khazanchi, Haodi Xing, Xuanli He, Qiongkai Xu, Nicholas Donald Lane | Published: 2024-04-24
LLMセキュリティ
プロンプトインジェクション
攻撃手法

Guardians of the Quantum GAN

Authors: Archisman Ghosh, Debarshi Kundu, Avimita Chatterjee, Swaroop Ghosh | Published: 2024-04-24 | Updated: 2024-05-15
ウォーターマーキング
セキュリティ分析
量子フレームワーク

A Comparative Analysis of Adversarial Robustness for Quantum and Classical Machine Learning Models

Authors: Maximilian Wendlinger, Kilian Tscharke, Pascal Debus | Published: 2024-04-24
ポイズニング
敵対的訓練
量子フレームワーク