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

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
Training Protocol
Deep Learning
Generative Model Characteristics

Learning perturbation sets for robust machine learning

Authors: Eric Wong, J. Zico Kolter | Published: 2020-07-16 | Updated: 2020-10-08
Performance Evaluation
Adversarial Perturbation Techniques
Generative Model Characteristics

AdvFlow: Inconspicuous Black-box Adversarial Attacks using Normalizing Flows

Authors: Hadi M. Dolatabadi, Sarah Erfani, Christopher Leckie | Published: 2020-07-15 | Updated: 2020-10-23
Performance Evaluation
Attack Method
Generative Model Characteristics

Probabilistic Modeling of Deep Features for Out-of-Distribution and Adversarial Detection

Authors: Nilesh A. Ahuja, Ibrahima Ndiour, Trushant Kalyanpur, Omesh Tickoo | Published: 2019-09-25
Out-of-Distribution Detection
Adversarial attack
Generative Model Characteristics