Watermarking

Estimation of conditional average treatment effects on distributed confidential data

Authors: Yuji Kawamata, Ryoki Motai, Yukihiko Okada, Akira Imakura, Tetsuya Sakurai | Published: 2024-02-05 | Updated: 2024-09-10
Watermarking
Simulation Result Evaluation
Data Generation

A Review and Comparison of AI Enhanced Side Channel Analysis

Authors: Max Panoff, Honggang Yu, Haoqi Shan, Yier Jin | Published: 2024-02-03
Watermarking
Cybersecurity
Deep Learning Method

Salsa Fresca: Angular Embeddings and Pre-Training for ML Attacks on Learning With Errors

Authors: Samuel Stevens, Emily Wenger, Cathy Li, Niklas Nolte, Eshika Saxena, François Charton, Kristin Lauter | Published: 2024-02-02
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Model Design

Domain-Independent Deception: A New Taxonomy and Linguistic Analysis

Authors: Rakesh M. Verma, Nachum Dershowitz, Victor Zeng, Dainis Boumber, Xuting Liu | Published: 2024-02-01
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Domain Independence
Bias

Comparing Spectral Bias and Robustness For Two-Layer Neural Networks: SGD vs Adaptive Random Fourier Features

Authors: Aku Kammonen, Lisi Liang, Anamika Pandey, Raúl Tempone | Published: 2024-02-01
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Bias
Adversarial Attack Detection

BrainLeaks: On the Privacy-Preserving Properties of Neuromorphic Architectures against Model Inversion Attacks

Authors: Hamed Poursiami, Ihsen Alouani, Maryam Parsa | Published: 2024-02-01 | Updated: 2024-05-07
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Privacy Protection
Membership Inference

opML: Optimistic Machine Learning on Blockchain

Authors: KD Conway, Cathie So, Xiaohang Yu, Kartin Wong | Published: 2024-01-31 | Updated: 2024-02-05
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Blockchain Technology
Machine Learning Method

Game-Theoretic Unlearnable Example Generator

Authors: Shuang Liu, Yihan Wang, Xiao-Shan Gao | Published: 2024-01-31
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Backdoor Attack
Poisoning

Systematically Assessing the Security Risks of AI/ML-enabled Connected Healthcare Systems

Authors: Mohammed Elnawawy, Mohammadreza Hallajiyan, Gargi Mitra, Shahrear Iqbal, Karthik Pattabiraman | Published: 2024-01-30 | Updated: 2024-04-12
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Risk Management
Threats of Medical AI

Data-Oblivious ML Accelerators using Hardware Security Extensions

Authors: Hossam ElAtali, John Z. Jekel, Lachlan J. Gunn, N. Asokan | Published: 2024-01-29
FPGA
Watermarking
Data Protection Method