AIセキュリティポータルbot

SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning

Authors: Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella-Béguelin | Published: 2022-12-21 | Updated: 2023-04-20
Data Privacy Assessment
Privacy Enhancing Technology
Membership Inference
2022.12.21 2025.05.28
Literature Database

Learned Systems Security

Authors: Roei Schuster, Jin Peng Zhou, Thorsten Eisenhofer, Paul Grubbs, Nicolas Papernot | Published: 2022-12-20 | Updated: 2023-01-10
Backdoor Attack
Privacy Enhancing Technology
Poisoning
2022.12.20 2025.05.28
Literature Database

Mobile Augmented Reality with Federated Learning in the Metaverse

Authors: Xinyu Zhou, Jun Zhao | Published: 2022-12-16 | Updated: 2023-11-07
Data Collection
Privacy Enhancing Technology
Optimization Methods
2022.12.16 2025.05.28
Literature Database

Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection

Authors: Benjamin Steenhoek, Hongyang Gao, Wei Le | Published: 2022-12-15 | Updated: 2023-10-01
Software Security
Data Flow Analysis
Program Analysis
2022.12.15 2025.05.28
Literature Database

Constitutional AI: Harmlessness from AI Feedback

Authors: Yuntao Bai, Saurav Kadavath, Sandipan Kundu, Amanda Askell, Jackson Kernion, Andy Jones, Anna Chen, Anna Goldie, Azalia Mirhoseini, Cameron McKinnon, Carol Chen, Catherine Olsson, Christopher Olah, Danny Hernandez, Dawn Drain, Deep Ganguli, Dustin Li, Eli Tran-Johnson, Ethan Perez, Jamie Kerr, Jared Mueller, Jeffrey Ladish, Joshua Landau, Kamal Ndousse, Kamile Lukosuite, Liane Lovitt, Michael Sellitto, Nelson Elhage, Nicholas Schiefer, Noemi Mercado, Nova DasSarma, Robert Lasenby, Robin Larson, Sam Ringer, Scott Johnston, Shauna Kravec, Sheer El Showk, Stanislav Fort, Tamera Lanham, Timothy Telleen-Lawton, Tom Conerly, Tom Henighan, Tristan Hume, Samuel R. Bowman, Zac Hatfield-Dodds, Ben Mann, Dario Amodei, Nicholas Joseph, Sam McCandlish, Tom Brown, Jared Kaplan | Published: 2022-12-15
Alignment
Prompt Injection
Performance Evaluation
2022.12.15 2025.05.28
Literature Database

Dissecting Distribution Inference

Authors: Anshuman Suri, Yifu Lu, Yanjin Chen, David Evans | Published: 2022-12-15 | Updated: 2024-04-05
Privacy Risk Management
Privacy Protection Method
Membership Inference
2022.12.15 2025.05.28
Literature Database

FNDaaS: Content-agnostic Detection of Fake News sites

Authors: Panagiotis Papadopoulos, Dimitris Spithouris, Evangelos P. Markatos, Nicolas Kourtellis | Published: 2022-12-13 | Updated: 2025-03-18
Detection of Misinformation
Malicious Website Detection
Feature Engineering
2022.12.13 2025.05.28
Literature Database

REAP: A Large-Scale Realistic Adversarial Patch Benchmark

Authors: Nabeel Hingun, Chawin Sitawarin, Jerry Li, David Wagner | Published: 2022-12-12 | Updated: 2023-08-18
DNN IP Protection Method
Watermarking
Traffic Sign Classification
2022.12.12 2025.05.28
Literature Database

A Dependable Hybrid Machine Learning Model for Network Intrusion Detection

Authors: Md. Alamin Talukder, Khondokar Fida Hasan, Md. Manowarul Islam, Md Ashraf Uddin, Arnisha Akhter, Mohammad Abu Yousuf, Fares Alharbi, Mohammad Ali Moni | Published: 2022-12-08 | Updated: 2023-01-27
Model Design and Accuracy
Feature Selection Method
Evaluation Method
2022.12.08 2025.05.28
Literature Database

XRand: Differentially Private Defense against Explanation-Guided Attacks

Authors: Truc Nguyen, Phung Lai, NhatHai Phan, My T. Thai | Published: 2022-12-08 | Updated: 2022-12-14
Privacy Assessment
Method for Providing Explainability while Keeping Model Information Confidential
Differential Privacy
2022.12.08 2025.05.28
Literature Database
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