深層学習手法

Can deepfakes be created by novice users?

Authors: Pulak Mehta, Gauri Jagatap, Kevin Gallagher, Brian Timmerman, Progga Deb, Siddharth Garg, Rachel Greenstadt, Brendan Dolan-Gavitt | Published: 2023-04-28
検出手法の分析
深層学習手法
生成モデルの課題

Machine Learning for Detection and Mitigation of Web Vulnerabilities and Web Attacks

Authors: Mahnoor Shahid | Published: 2023-04-27
検出手法の分析
機械学習手法
深層学習手法

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

DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature

Authors: Eric Mitchell, Yoonho Lee, Alexander Khazatsky, Christopher D. Manning, Chelsea Finn | Published: 2023-01-26 | Updated: 2023-07-23
AIによる出力の識別
テキストの摂動手法
深層学習手法

Evolution of Neural Tangent Kernels under Benign and Adversarial Training

Authors: Noel Loo, Ramin Hasani, Alexander Amini, Daniela Rus | Published: 2022-10-21
敵対的サンプル
敵対的攻撃手法
深層学習手法

Scaling Adversarial Training to Large Perturbation Bounds

Authors: Sravanti Addepalli, Samyak Jain, Gaurang Sriramanan, R. Venkatesh Babu | Published: 2022-10-18
敵対的サンプル
敵対的攻撃手法
深層学習手法

DPIS: An Enhanced Mechanism for Differentially Private SGD with Importance Sampling

Authors: Jianxin Wei, Ergute Bao, Xiaokui Xiao, Yin Yang | Published: 2022-10-18 | Updated: 2024-08-01
プライバシー分析
プライバシー評価
深層学習手法

DI-NIDS: Domain Invariant Network Intrusion Detection System

Authors: Siamak Layeghy, Mahsa Baktashmotlagh, Marius Portmann | Published: 2022-10-15
性能評価
機械学習技術
深層学習手法

COLLIDER: A Robust Training Framework for Backdoor Data

Authors: Hadi M. Dolatabadi, Sarah Erfani, Christopher Leckie | Published: 2022-10-13
コアセット選択手法
深層学習手法
防御手法

Deep Reinforcement Learning based Evasion Generative Adversarial Network for Botnet Detection

Authors: Rizwan Hamid Randhawa, Nauman Aslam, Mohammad Alauthman, Muhammad Khalid, Husnain Rafiq | Published: 2022-10-06
データ生成
強化学習
深層学習手法