Author

Chuanlong Xie

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#machine learning Preprint Oct 2026

Tolerance-Based Fairness Auditing: Violation Certification and Sensitivity Screening

A unified tolerance-based fairness auditing framework for two complementary auditing objectives: violation certification, which prioritizes control of false violation declarations, and sensitivity screening, which prioritizes reducing missed violations is developed.

Jie Tang, Chuan-Long Xie, Li-Xing Zhu · 0 citations

Preprint Jul 2026

A Unified Framework for In-Context Learning with Causal and Masked Language Models

Experiments on controlled function-learning tasks show that the Masked Pair Encoder can achieve performance comparable to GPT-2-style causal Transformers, suggesting that ICL behavior is not specific to causal language models.

Chenrui Liu, Chuanlong Xie, Falong Tan et al. · 0 citations