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SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel

Authors: Thomas Cochrane, Peter Foster, Varun Chhabra, Maud Lemercier, Cristopher Salvi, Terry Lyons | Published: 2021-02-16 | Updated: 2021-09-29
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Malware Detection Method
Hierarchical Classification Methods

Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification

Authors: Anshuka Rangi, Long Tran-Thanh, Haifeng Xu, Massimo Franceschetti | Published: 2021-02-15 | Updated: 2022-05-03
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Data-Driven Vulnerability Assessment
Trust Evaluation Module

Certifiably Robust Variational Autoencoders

Authors: Ben Barrett, Alexander Camuto, Matthew Willetts, Tom Rainforth | Published: 2021-02-15 | Updated: 2022-04-23
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Data Generation
Model Architecture

Perceptually Constrained Adversarial Attacks

Authors: Muhammad Zaid Hameed, Andras Gyorgy | Published: 2021-02-14
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Attack Method
Adversarial Training

Private Prediction Sets

Authors: Anastasios N. Angelopoulos, Stephen Bates, Tijana Zrnic, Michael I. Jordan | Published: 2021-02-11 | Updated: 2024-03-03
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Data Protection Method
Difficulty Calibration

Protecting Intellectual Property of Generative Adversarial Networks from Ambiguity Attack

Authors: Ding Sheng Ong, Chee Seng Chan, Kam Woh Ng, Lixin Fan, Qiang Yang | Published: 2021-02-08 | Updated: 2021-03-01
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Data Protection Method
Model Performance Evaluation

Efficient Certified Defenses Against Patch Attacks on Image Classifiers

Authors: Jan Hendrik Metzen, Maksym Yatsura | Published: 2021-02-08
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Model Architecture
Adversarial Training

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
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Trojan Detection
Backdoor Attack

Symmetric Sparse Boolean Matrix Factorization and Applications

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

Meta Adversarial Training against Universal Patches

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