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ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models

Authors: Yugeng Liu, Rui Wen, Xinlei He, Ahmed Salem, Zhikun Zhang, Michael Backes, Emiliano De Cristofaro, Mario Fritz, Yang Zhang | Published: 2021-02-04 | Updated: 2021-10-06
Poisoning
Membership Inference
Model Performance Evaluation
2021.02.04 2025.05.28
Literature Database

Adversarially Robust Learning with Unknown Perturbation Sets

Authors: Omar Montasser, Steve Hanneke, Nathan Srebro | Published: 2021-02-03
Model Performance Evaluation
Adversarial Example Detection
Adversarial Training
2021.02.03 2025.05.28
Literature Database

TAD: Trigger Approximation based Black-box Trojan Detection for AI

Authors: Xinqiao Zhang, Huili Chen, Farinaz Koushanfar | Published: 2021-02-03 | Updated: 2021-04-20
Watermarking
Trojan Detection
Backdoor Attack
2021.02.03 2025.05.28
Literature Database

Symmetric Sparse Boolean Matrix Factorization and Applications

Authors: Sitan Chen, Zhao Song, Runzhou Tao, Ruizhe Zhang | Published: 2021-02-02 | Updated: 2022-01-13
Watermarking
Data Generation
Linear Independence
2021.02.02 2025.05.28
Literature Database

Fast Training of Provably Robust Neural Networks by SingleProp

Authors: Akhilan Boopathy, Tsui-Wei Weng, Sijia Liu, Pin-Yu Chen, Gaoyuan Zhang, Luca Daniel | Published: 2021-02-01
Backdoor Attack
Model Performance Evaluation
Adversarial Training
2021.02.01 2025.05.28
Literature Database

MalNet: A Large-Scale Image Database of Malicious Software

Authors: Scott Freitas, Rahul Duggal, Duen Horng Chau | Published: 2021-01-31 | Updated: 2022-09-04
Data Collection
Malware Detection Method
Deep Transfer Learning
2021.01.31 2025.05.28
Literature Database

Meta Adversarial Training against Universal Patches

Authors: Jan Hendrik Metzen, Nicole Finnie, Robin Hutmacher | Published: 2021-01-27 | Updated: 2021-06-22
Watermarking
Meta-Learning Method
Adversarial Training
2021.01.27 2025.05.28
Literature Database

Transparent Contribution Evaluation for Secure Federated Learning on Blockchain

Authors: Shuaicheng Ma, Yang Cao, Li Xiong | Published: 2021-01-26 | Updated: 2021-04-24
Data Protection Method
Integration of Blockchain and FL
Trust Evaluation
2021.01.26 2025.05.28
Literature Database

Towards Practical Robustness Analysis for DNNs based on PAC-Model Learning

Authors: Renjue Li, Pengfei Yang, Cheng-Chao Huang, Youcheng Sun, Bai Xue, Lijun Zhang | Published: 2021-01-25 | Updated: 2022-04-13
PAC Robustness
Performance Evaluation Metrics
Deep Learning Technology
2021.01.25 2025.05.28
Literature Database

Debiasing Pre-trained Contextualised Embeddings

Authors: Masahiro Kaneko, Danushka Bollegala | Published: 2021-01-23
Bias Detection in AI Output
Creation of Fair AI Models
Deep Learning Method
2021.01.23 2025.05.28
Literature Database
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