Literature Database

Fairness Under Feature Exemptions: Counterfactual and Observational Measures

Authors: Sanghamitra Dutta, Praveen Venkatesh, Piotr Mardziel, Anupam Datta, Pulkit Grover | Published: 2020-06-14 | Updated: 2021-08-06
Limitations of Non-Discriminatory Algorithms
Feature Interdependence
Measurement of Observational Fairness

On the transferability of adversarial examples between convex and 01 loss models

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-06-14 | Updated: 2020-07-29
Algorithm Design
Adversarial Example
Adversarial Training

PatchUp: A Feature-Space Block-Level Regularization Technique for Convolutional Neural Networks

Authors: Mojtaba Faramarzi, Mohammad Amini, Akilesh Badrinaaraayanan, Vikas Verma, Sarath Chandar | Published: 2020-06-14 | Updated: 2023-01-07
PatchUp Method
Algorithm Design
Block-level Regularization

Defending SVMs against Poisoning Attacks: the Hardness and DBSCAN Approach

Authors: Hu Ding, Fan Yang, Jiawei Huang | Published: 2020-06-14 | Updated: 2021-02-20
Algorithm
Poisoning
Fundamentals of Machine Learning

Defensive Approximation: Securing CNNs using Approximate Computing

Authors: Amira Guesmi, Ihsen Alouani, Khaled Khasawneh, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Nael Abu-Ghazaleh | Published: 2020-06-13 | Updated: 2021-07-29
Adversarial Example
Adversarial Attack Detection
Approximate Calculation

Rethinking Clustering for Robustness

Authors: Motasem Alfarra, Juan C. Pérez, Adel Bibi, Ali Thabet, Pablo Arbeláez, Bernard Ghanem | Published: 2020-06-13 | Updated: 2021-11-19
Improvement of Learning
Future Research
Fundamentals of Machine Learning

Adversarial Self-Supervised Contrastive Learning

Authors: Minseon Kim, Jihoon Tack, Sung Ju Hwang | Published: 2020-06-13 | Updated: 2020-10-26
Performance Evaluation
Poisoning
Adversarial Attack Detection

Leakage of Dataset Properties in Multi-Party Machine Learning

Authors: Wanrong Zhang, Shruti Tople, Olga Ohrimenko | Published: 2020-06-12 | Updated: 2021-06-17
Privacy Loss Analysis
Membership Inference
Attack Type

Backdoor Attacks on Federated Meta-Learning

Authors: Chien-Lun Chen, Leana Golubchik, Marco Paolieri | Published: 2020-06-12 | Updated: 2020-12-16
Backdoor Attack
Poisoning
Federated Learning

Provably Robust Metric Learning

Authors: Lu Wang, Xuanqing Liu, Jinfeng Yi, Yuan Jiang, Cho-Jui Hsieh | Published: 2020-06-12 | Updated: 2020-12-19
Algorithm
Adversarial Attack Detection
Optimization Methods