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 AlgorithmsFeature InterdependenceMeasurement of Observational Fairness 2020.06.14 2025.05.28 Literature Database
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 DesignAdversarial ExampleAdversarial Training 2020.06.14 2025.05.28 Literature Database
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 MethodAlgorithm DesignBlock-level Regularization 2020.06.14 2025.05.28 Literature Database
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 AlgorithmPoisoningFundamentals of Machine Learning 2020.06.14 2025.05.28 Literature Database
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 ExampleAdversarial Attack DetectionApproximate Calculation 2020.06.13 2025.05.28 Literature Database
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 LearningFuture ResearchFundamentals of Machine Learning 2020.06.13 2025.05.28 Literature Database
Adversarial Self-Supervised Contrastive Learning Authors: Minseon Kim, Jihoon Tack, Sung Ju Hwang | Published: 2020-06-13 | Updated: 2020-10-26 Performance EvaluationPoisoningAdversarial Attack Detection 2020.06.13 2025.05.28 Literature Database
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 AnalysisMembership InferenceAttack Type 2020.06.12 2025.05.28 Literature Database
Backdoor Attacks on Federated Meta-Learning Authors: Chien-Lun Chen, Leana Golubchik, Marco Paolieri | Published: 2020-06-12 | Updated: 2020-12-16 Backdoor AttackPoisoningFederated Learning 2020.06.12 2025.05.28 Literature Database
Provably Robust Metric Learning Authors: Lu Wang, Xuanqing Liu, Jinfeng Yi, Yuan Jiang, Cho-Jui Hsieh | Published: 2020-06-12 | Updated: 2020-12-19 AlgorithmAdversarial Attack DetectionOptimization Methods 2020.06.12 2025.05.28 Literature Database