DNN IP保護手法

Masked Language Model Based Textual Adversarial Example Detection

Authors: Xiaomei Zhang, Zhaoxi Zhang, Qi Zhong, Xufei Zheng, Yanjun Zhang, Shengshan Hu, Leo Yu Zhang | Published: 2023-04-18 | Updated: 2024-01-28
DNN IP保護手法
テキスト生成手法
生成的敵対ネットワーク

Exploiting Logic Locking for a Neural Trojan Attack on Machine Learning Accelerators

Authors: Hongye Xu, Dongfang Liu, Cory Merkel, Michael Zuzak | Published: 2023-04-12 | Updated: 2023-04-14
DNN IP保護手法
ウォーターマーキング
バックドア攻撃

Gradient-based Uncertainty Attribution for Explainable Bayesian Deep Learning

Authors: Hanjing Wang, Dhiraj Joshi, Shiqiang Wang, Qiang Ji | Published: 2023-04-10
DNN IP保護手法
不確実性マップ
自己注意メカニズム

Reinforcement Learning-Based Black-Box Model Inversion Attacks

Authors: Gyojin Han, Jaehyun Choi, Haeil Lee, Junmo Kim | Published: 2023-04-10
DNN IP保護手法
プライバシー手法
生成モデルの課題

AI Model Disgorgement: Methods and Choices

Authors: Alessandro Achille, Michael Kearns, Carson Klingenberg, Stefano Soatto | Published: 2023-04-07
DNN IP保護手法
ウォーターマーキング
データ生成

A Generative Framework for Low-Cost Result Validation of Machine Learning-as-a-Service Inference

Authors: Abhinav Kumar, Miguel A. Guirao Aguilera, Reza Tourani, Satyajayant Misra | Published: 2023-03-31 | Updated: 2024-04-25
DNN IP保護手法
攻撃検出
適応型敵対的訓練

Targeted Adversarial Attacks on Wind Power Forecasts

Authors: René Heinrich, Christoph Scholz, Stephan Vogt, Malte Lehna | Published: 2023-03-29 | Updated: 2023-08-17
DNN IP保護手法
攻撃パターン抽出
気候データ収集

Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defense

Authors: Kalpesh Krishna, Yixiao Song, Marzena Karpinska, John Wieting, Mohit Iyyer | Published: 2023-03-23 | Updated: 2023-10-18
DNN IP保護手法
プロンプトインジェクション
機械学習技術

The Devil’s Advocate: Shattering the Illusion of Unexploitable Data using Diffusion Models

Authors: Hadi M. Dolatabadi, Sarah Erfani, Christopher Leckie | Published: 2023-03-15 | Updated: 2024-01-11
DNN IP保護手法
ポイズニング
深層学習手法

On the Hardness of Robustness Transfer: A Perspective from Rademacher Complexity over Symmetric Difference Hypothesis Space

Authors: Yuyang Deng, Nidham Gazagnadou, Junyuan Hong, Mehrdad Mahdavi, Lingjuan Lyu | Published: 2023-02-23
DNN IP保護手法
ウォーターマーキング
モデル性能評価