Data Generation Method

Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP

Authors: Thao Nguyen, Gabriel Ilharco, Mitchell Wortsman, Sewoong Oh, Ludwig Schmidt | Published: 2022-08-10 | Updated: 2023-02-01
Data Generation Method
Bias Elimination in Training Data
Deep Learning

Stack-based Buffer Overflow Detection using Recurrent Neural Networks

Authors: William Arild Dahl, Laszlo Erdodi, Fabio Massimo Zennaro | Published: 2020-12-30
Data Generation Method
Machine Learning Method
Research Methodology

Identifying Statistical Bias in Dataset Replication

Authors: Logan Engstrom, Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Jacob Steinhardt, Aleksander Madry | Published: 2020-05-19 | Updated: 2020-09-02
Data Curation
Data Generation Method
Bias Elimination in Training Data

REALM: Retrieval-Augmented Language Model Pre-Training

Authors: Kelvin Guu, Kenton Lee, Zora Tung, Panupong Pasupat, Ming-Wei Chang | Published: 2020-02-10
RAG
Data Generation Method
Knowledge Extraction Method

Generating Natural Adversarial Hyperspectral examples with a modified Wasserstein GAN

Authors: Jean-Christophe Burnel, Kilian Fatras, Nicolas Courty | Published: 2020-01-27
Data Generation Method
Adversarial Example
Generative Adversarial Network

Analyzing Bias in Sensitive Personal Information Used to Train Financial Models

Authors: Reginald Bryant, Celia Cintas, Isaac Wambugu, Andrew Kinai, Komminist Weldemariam | Published: 2019-11-09
Data Generation Method
Privacy Risk Management
Legal Compliance

FSGAN: Subject Agnostic Face Swapping and Reenactment

Authors: Yuval Nirkin, Yosi Keller, Tal Hassner | Published: 2019-08-16
Data Generation Method
Deepfake
Model Evaluation

A systematic review of fuzzing based on machine learning techniques

Authors: Yan Wang, Peng Jia, Luping Liu, Jiayong Liu | Published: 2019-08-04
Data Generation Method
Performance Evaluation
Machine Learning

On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks

Authors: Christopher Sweet, Stephen Moskal, Shanchieh Jay Yang | Published: 2019-08-03
Data Generation Method
Machine Learning
Feature Interdependence

Recurrent Neural Network Attention Mechanisms for Interpretable System Log Anomaly Detection

Authors: Andy Brown, Aaron Tuor, Brian Hutchinson, Nicole Nichols | Published: 2018-03-13
Data Generation Method
User Behavior Analysis
Machine Learning Framework