Bias

Taming Data Challenges in ML-based Security Tasks: Lessons from Integrating Generative AI

Authors: Shravya Kanchi, Neal Mangaokar, Aravind Cheruvu, Sifat Muhammad Abdullah, Shirin Nilizadeh, Atul Prakash, Bimal Viswanath | Published: 2025-07-08
Data Augmentation Method
Bias
Model Extraction Attack
2025.07.08 2025.07.10
Literature Database

PBa-LLM: Privacy- and Bias-aware NLP using Named-Entity Recognition (NER)

Authors: Gonzalo Mancera, Aythami Morales, Julian Fierrez, Ruben Tolosana, Alejandro Penna, Miguel Lopez-Duran, Francisco Jurado, Alvaro Ortigosa | Published: 2025-06-30 | Updated: 2025-07-09
Bias
Performance Evaluation
Privacy Risk Management
2025.06.30 2025.07.11
Literature Database

Breaking Out from the TESSERACT: Reassessing ML-based Malware Detection under Spatio-Temporal Drift

Authors: Theo Chow, Mario D'Onghia, Lorenz Linhardt, Zeliang Kan, Daniel Arp, Lorenzo Cavallaro, Fabio Pierazzi | Published: 2025-06-30
Bias
Dataset for Malware Classification
評価メトリクス
2025.06.30 2025.07.02
Literature Database

Trustworthy AI: Safety, Bias, and Privacy — A Survey

Authors: Xingli Fang, Jianwei Li, Varun Mulchandani, Jung-Eun Kim | Published: 2025-02-11 | Updated: 2025-06-11
Bias
Prompt leaking
Differential Privacy
2025.02.11 2025.06.13
Literature Database

Unveiling Provider Bias in Large Language Models for Code Generation

Authors: Xiaoyu Zhang, Juan Zhai, Shiqing Ma, Qingshuang Bao, Weipeng Jiang, Chao Shen, Yang Liu | Published: 2025-01-14
Code Generation
Bias
Prompt Injection
2025.01.14 2025.05.27
Literature Database

Fundamental Limits in the Search for Less Discriminatory Algorithms — and How to Avoid Them

Authors: Benjamin Laufer, Manisch Raghavan, Solon Barocas | Published: 2024-12-24
Bias
Limitations of Non-Discriminatory Algorithms
2024.12.24 2025.05.27
Literature Database

SoK: Towards Security and Safety of Edge AI

Authors: Tatjana Wingarz, Anne Lauscher, Janick Edinger, Dominik Kaaser, Stefan Schulte, Mathias Fischer | Published: 2024-10-07
Bias
Privacy Protection
Defense Method
2024.10.07 2025.05.27
Literature Database

Fooling SHAP with Output Shuffling Attacks

Authors: Jun Yuan, Aritra Dasgupta | Published: 2024-08-12
AI Compliance
Watermarking
Bias
2024.08.12 2025.05.27
Literature Database

Can Implicit Bias Imply Adversarial Robustness?

Authors: Hancheng Min, René Vidal | Published: 2024-05-24 | Updated: 2024-06-05
Algorithm
Bias
Adversarial Training
2024.05.24 2025.05.27
Literature Database

A Systematic and Formal Study of the Impact of Local Differential Privacy on Fairness: Preliminary Results

Authors: Karima Makhlouf, Tamara Stefanovic, Heber H. Arcolezi, Catuscia Palamidessi | Published: 2024-05-23
Bias
Privacy Protection
Privacy Protection Method
2024.05.23 2025.05.27
Literature Database
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