生成モデル特性

Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs

Authors: Michiharu Yamashita, Thanh Tran, Delvin Ce Zhang, Dongwon Lee | Published: 2025-09-24
キャリアデータ生成
構造的パターン検出
生成モデル特性

Defending Diffusion Models Against Membership Inference Attacks via Higher-Order Langevin Dynamics

Authors: Benjamin Sterling, Yousef El-Laham, Mónica F. Bugallo | Published: 2025-09-17
プライバシー分析
拡散モデル
生成モデル特性

Autoencoding Variational Autoencoder

Authors: A. Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy Dvijotham, Sven Gowal, Pushmeet Kohli | Published: 2020-12-07
敵対的学習
生成モデル特性
自己学習手法

Beta-CoRM: A Bayesian Approach for $n$-gram Profiles Analysis

Authors: José A. Perusquía, Jim E. Griffin, Cristiano Villa | Published: 2020-11-23 | Updated: 2024-09-02
モデル性能評価
特徴エンジニアリング
生成モデル特性

Toward a Next Generation Particle Precipitation Model: Mesoscale Prediction Through Machine Learning (a Case Study and Framework for Progress)

Authors: Ryan M. McGranaghan, Jack Ziegler, Téo Bloch, Spencer Hatch, Enrico Camporeale, Kristina Lynch, Mathew Owens, Jesper Gjerloev, Binzheng Zhang, Susan Skone | Published: 2020-11-19 | Updated: 2021-06-28
モデル性能評価
気候データ収集
生成モデル特性

Differential Privacy and Natural Language Processing to Generate Contextually Similar Decoy Messages in Honey Encryption Scheme

Authors: Kunjal Panchal | Published: 2020-10-29
パスワード推測
敵対的学習
生成モデル特性

Adversarial Robustness for Machine Learning Cyber Defenses Using Log Data

Authors: Kai Steverson, Jonathan Mullin, Metin Ahiskali | Published: 2020-07-29
攻撃手法
生成モデル特性
防御メカニズム

Hide-and-Seek Privacy Challenge

Authors: James Jordon, Daniel Jarrett, Jinsung Yoon, Tavian Barnes, Paul Elbers, Patrick Thoral, Ari Ercole, Cheng Zhang, Danielle Belgrave, Mihaela van der Schaar | Published: 2020-07-23 | Updated: 2020-07-24
プライバシー評価
性能評価
生成モデル特性

Neural Networks with Recurrent Generative Feedback

Authors: Yujia Huang, James Gornet, Sihui Dai, Zhiding Yu, Tan Nguyen, Doris Y. Tsao, Anima Anandkumar | Published: 2020-07-17 | Updated: 2020-11-10
トレーニングプロトコル
深層学習
生成モデル特性

Learning perturbation sets for robust machine learning

Authors: Eric Wong, J. Zico Kolter | Published: 2020-07-16 | Updated: 2020-10-08
性能評価
敵対的摂動手法
生成モデル特性