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
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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
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
Fooling SHAP with Output Shuffling Attacks
Authors: Jun Yuan, Aritra Dasgupta | Published: 2024-08-12
Can Implicit Bias Imply Adversarial Robustness?
Authors: Hancheng Min, René Vidal | Published: 2024-05-24 | Updated: 2024-06-05
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
Trustworthy AI-Generative Content in Intelligent 6G Network: Adversarial, Privacy, and Fairness
Authors: Siyuan Li, Xi Lin, Yaju Liu, Jianhua Li | Published: 2024-05-09
Evaluating and Mitigating Linguistic Discrimination in Large Language Models
Authors: Guoliang Dong, Haoyu Wang, Jun Sun, Xinyu Wang | Published: 2024-04-29 | Updated: 2024-05-10
Collaborative Heterogeneous Causal Inference Beyond Meta-analysis
Authors: Tianyu Guo, Sai Praneeth Karimireddy, Michael I. Jordan | Published: 2024-04-24
Can Biases in ImageNet Models Explain Generalization?
Authors: Paul Gavrikov, Janis Keuper | Published: 2024-04-01