Literature Database

CATBERT: Context-Aware Tiny BERT for Detecting Social Engineering Emails

Authors: Younghoo Lee, Joshua Saxe, Richard Harang | Published: 2020-10-07
Model Architecture
Improvement of Learning
Machine Learning

Not All Datasets Are Born Equal: On Heterogeneous Data and Adversarial Examples

Authors: Yael Mathov, Eden Levy, Ziv Katzir, Asaf Shabtai, Yuval Elovici | Published: 2020-10-07 | Updated: 2021-09-02
Membership Inference
Adversarial attack
Machine Learning

Correlated Differential Privacy: Feature Selection in Machine Learning

Authors: Tao Zhang, Tianqing Zhu, Ping Xiong, Huan Huo, Zahir Tari, Wanlei Zhou | Published: 2020-10-07
Data Protection Method
Data Selection Strategy
Feature Importance Analysis

BAAAN: Backdoor Attacks Against Autoencoder and GAN-Based Machine Learning Models

Authors: Ahmed Salem, Yannick Sautter, Michael Backes, Mathias Humbert, Yang Zhang | Published: 2020-10-06 | Updated: 2020-10-08
Dataset evaluation
Backdoor Attack
Machine Learning

InstaHide: Instance-hiding Schemes for Private Distributed Learning

Authors: Yangsibo Huang, Zhao Song, Kai Li, Sanjeev Arora | Published: 2020-10-06 | Updated: 2021-02-24
Attack Type
Encryption Method
Encryption Technology

Constraining Logits by Bounded Function for Adversarial Robustness

Authors: Sekitoshi Kanai, Masanori Yamada, Shin'ya Yamaguchi, Hiroshi Takahashi, Yasutoshi Ida | Published: 2020-10-06
Robustness Improvement Method
Improvement of Learning
Adversarial attack

PCAL: A Privacy-preserving Intelligent Credit Risk Modeling Framework Based on Adversarial Learning

Authors: Yuli Zheng, Zhenyu Wu, Ye Yuan, Tianlong Chen, Zhangyang Wang | Published: 2020-10-06
Data Protection Method
Machine Learning
Financial Intelligence

Downscaling Attack and Defense: Turning What You See Back Into What You Get

Authors: Andrew J. Lohn | Published: 2020-10-06 | Updated: 2020-10-07
Attack Type
Adversarial attack
Image Processing

Metadata-Based Detection of Child Sexual Abuse Material

Authors: Mayana Pereira, Rahul Dodhia, Hyrum Anderson, Richard Brown | Published: 2020-10-05 | Updated: 2021-10-27
Dataset evaluation
Model Evaluation
Machine Learning

Goal-directed Generation of Discrete Structures with Conditional Generative Models

Authors: Amina Mollaysa, Brooks Paige, Alexandros Kalousis | Published: 2020-10-05 | Updated: 2020-10-23
Condition Monitoring
Deep Learning
Deep Reinforcement Learning