Generative Model Characteristics

When Understanding Becomes a Risk: Authenticity and Safety Risks in the Emerging Image Generation Paradigm

Authors: Ye Leng, Junjie Chu, Mingjie Li, Chenhao Lin, Chao Shen, Michael Backes, Yun Shen, Yang Zhang | Published: 2026-03-25
Inappropriate Content Generation
Generative Model Characteristics
評価基準

Watermarking Large Language Models in Europe: Interpreting the AI Act in Light of Technology

Authors: Thomas Souverain | Published: 2025-11-05
Digital Watermarking for Generative AI
Generative Model Characteristics
Transparency and Verification

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
Generative Model Characteristics

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
Privacy Analysis
Diffusion Model
Generative Model Characteristics

Autoencoding Variational Autoencoder

Authors: A. Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy Dvijotham, Sven Gowal, Pushmeet Kohli | Published: 2020-12-07
Adversarial Learning
Generative Model Characteristics
Self-Learning Method

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
Model Performance Evaluation
Feature Engineering
Generative Model Characteristics

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
Model Performance Evaluation
Climate Data Collection
Generative Model Characteristics

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

Authors: Kunjal Panchal | Published: 2020-10-29
Password Guessing
Adversarial Learning
Generative Model Characteristics

Adversarial Robustness for Machine Learning Cyber Defenses Using Log Data

Authors: Kai Steverson, Jonathan Mullin, Metin Ahiskali | Published: 2020-07-29
Attack Method
Generative Model Characteristics
Defense Mechanism

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
Privacy Assessment
Performance Evaluation
Generative Model Characteristics